From a0280ce4a6cea653aee5c2e4041ee75e73336b60 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Fri, 17 Nov 2023 09:34:54 -0600
Subject: [PATCH 01/13] Start scaffolding things to test change stream handling
 more specifically

---
 .pre-commit-config.yaml     |    8 +
 compose.yaml                |   54 ++
 meltano.yml                 |   24 +
 mongodb-init.sh             |   46 ++
 mongodb-replicaset.key      |   16 +
 poetry.lock                 | 1076 ++++++++++++++++++-----------------
 pyproject.toml              |    2 +
 tests/utilities/__init__.py |    0
 tests/utilities/seed.py     |   74 +++
 9 files changed, 793 insertions(+), 507 deletions(-)
 create mode 100644 compose.yaml
 create mode 100755 mongodb-init.sh
 create mode 100644 mongodb-replicaset.key
 create mode 100644 tests/utilities/__init__.py
 create mode 100644 tests/utilities/seed.py

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ffd6e99..beb7b94 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -9,7 +9,15 @@ repos:
       - id: check-vcs-permalinks
       - id: detect-private-key
       - id: end-of-file-fixer
+        exclude: mongodb-replicaset.key
       - id: name-tests-test
+        args:
+          - --pytest
+        exclude: tests/utilities/
+      - id: no-commit-to-branch
+        args:
+          - --branch
+          - main
       - id: pretty-format-json
         args:
           - --autofix
diff --git a/compose.yaml b/compose.yaml
new file mode 100644
index 0000000..0395bb6
--- /dev/null
+++ b/compose.yaml
@@ -0,0 +1,54 @@
+version: '3'
+services:
+  # replica set primary
+  tap-mongodb-test-db-1:
+    container_name: tap-mongodb-test-db-1
+    image: mongo:4.4
+    depends_on:
+      - tap-mongodb-test-db-2
+      - tap-mongodb-test-db-3
+    environment:
+      MONGO_INITDB_ROOT_USERNAME: ${MONGO_INITDB_ROOT_USERNAME}
+      MONGO_INITDB_ROOT_PASSWORD: ${MONGO_INITDB_ROOT_PASSWORD}
+    ports:
+      - 27000:27000
+    volumes:
+      - ./mongodb-replicaset.key:/data/replica.key
+    restart: always
+    command: mongod --bind_ip all --replSet rs0 --oplogSize 1 --quiet --keyFile /data/replica.key --port 27000
+  # replica set secondary
+  tap-mongodb-test-db-2:
+    container_name: tap-mongodb-test-db-2
+    image: mongo:4.4
+    expose:
+      - 27000
+    volumes:
+      - ./mongodb-replicaset.key:/data/replica.key
+    restart: always
+    command: mongod --bind_ip all --replSet rs0 --oplogSize 1 --quiet --keyFile /data/replica.key --port 27000
+  # replica set arbiter
+  tap-mongodb-test-db-3:
+    container_name: tap-mongodb-test-db-3
+    image: mongo:4.4
+    expose:
+      - 27000
+    volumes:
+      - ./mongodb-replicaset.key:/data/replica.key
+    restart: always
+    command: mongod --bind_ip all --replSet rs0 --oplogSize 1 --quiet --keyFile /data/replica.key --port 27000
+  tap-mongodb-test-db-init:
+    container_name: tap-mongodb-test-db-init
+    image: mongo:4.4
+    depends_on:
+      - tap-mongodb-test-db-1
+      - tap-mongodb-test-db-2
+      - tap-mongodb-test-db-3
+    environment:
+      MONGO_INITDB_ROOT_USERNAME: ${MONGO_INITDB_ROOT_USERNAME}
+      MONGO_INITDB_ROOT_PASSWORD: ${MONGO_INITDB_ROOT_PASSWORD}
+    volumes:
+      - ./mongodb-init.sh:/scripts/mongodb_rs_init.sh
+    restart: on-failure
+    entrypoint:
+      - /bin/bash
+      - /scripts/mongodb_rs_init.sh
diff --git a/meltano.yml b/meltano.yml
index b72a91e..f9f47a8 100644
--- a/meltano.yml
+++ b/meltano.yml
@@ -115,6 +115,30 @@ plugins:
         '*':
           replication-key: replication_key
           replication-method: INCREMENTAL
+    - name: tap-test-service-backfill
+      inherit_from: tap-mongodb
+      config:
+        mongodb_connection_string: mongodb://admin:password@localhost:27000/
+        database: test_db
+        prefix: backfill_test_db
+      select:
+        - backfill_test_db_user.*
+      metadata:
+        '*':
+          replication-key: replication_key
+          replication-method: INCREMENTAL
+    - name: tap-test-service-streaming
+      inherit_from: tap-mongodb
+      config:
+        mongodb_connection_string: mongodb://admin:password@localhost:27000/
+        database: test_db
+        prefix: streaming_test_db
+      select:
+        - streaming_test_db_user.*
+      metadata:
+        '*':
+          replication-key: replication_key
+          replication-method: LOG_BASED
   loaders:
     - name: target-jsonl
       variant: andyh1203
diff --git a/mongodb-init.sh b/mongodb-init.sh
new file mode 100755
index 0000000..1948344
--- /dev/null
+++ b/mongodb-init.sh
@@ -0,0 +1,46 @@
+#!/bin/bash
+
+m1=tap-mongodb-test-db-1
+m2=tap-mongodb-test-db-2
+m3=tap-mongodb-test-db-2
+port=${PORT:-27000}
+
+echo "###### Waiting for ${m1} instance startup.."
+until mongosh --host ${m1}:${port} --eval 'quit(db.runCommand({ ping: 1 }).ok ? 0 : 2)' &>/dev/null; do
+  printf '.'
+  sleep 1
+done
+echo "###### Working ${m1} instance found, initiating user setup & initializing rs setup.."
+
+# setup user + pass and initialize replica sets
+mongosh --host ${m1}:${port} <<EOF
+  var rootUser = '$MONGO_INITDB_ROOT_USERNAME';
+  var rootPassword = '$MONGO_INITDB_ROOT_PASSWORD';
+  var admin = db.getSiblingDB('admin');
+  admin.auth(rootUser, rootPassword);
+
+  var config = {
+      "_id": "rs0",
+      "version": 1,
+      "members": [
+          {
+              "_id": 1,
+              "host": "${m1}:${port}",
+              "priority": 2
+          },
+          {
+              "_id": 2,
+              "host": "${m2}:${port}",
+              "priority": 1
+          },
+          {
+              "_id": 3,
+              "host": "${m3}:${port}",
+              "priority": 1,
+              "arbiterOnly": true
+          }
+      ]
+  };
+  rs.initiate(config, { force: true });
+  rs.status();
+EOF
diff --git a/mongodb-replicaset.key b/mongodb-replicaset.key
new file mode 100644
index 0000000..6fc3ab0
--- /dev/null
+++ b/mongodb-replicaset.key
@@ -0,0 +1,16 @@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diff --git a/poetry.lock b/poetry.lock
index 4048613..a9e7e39 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -14,14 +14,14 @@ files = [
 
 [[package]]
 name = "astroid"
-version = "2.15.6"
+version = "2.15.8"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
 files = [
-    {file = "astroid-2.15.6-py3-none-any.whl", hash = "sha256:389656ca57b6108f939cf5d2f9a2a825a3be50ba9d589670f393236e0a03b91c"},
-    {file = "astroid-2.15.6.tar.gz", hash = "sha256:903f024859b7c7687d7a7f3a3f73b17301f8e42dfd9cc9df9d4418172d3e2dbd"},
+    {file = "astroid-2.15.8-py3-none-any.whl", hash = "sha256:1aa149fc5c6589e3d0ece885b4491acd80af4f087baafa3fb5203b113e68cd3c"},
+    {file = "astroid-2.15.8.tar.gz", hash = "sha256:6c107453dffee9055899705de3c9ead36e74119cee151e5a9aaf7f0b0e020a6a"},
 ]
 
 [package.dependencies]
@@ -132,43 +132,46 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.28.32"
+version = "1.29.1"
 description = "The AWS SDK for Python"
 category = "main"
 optional = true
 python-versions = ">= 3.7"
 files = [
-    {file = "boto3-1.28.32-py3-none-any.whl", hash = "sha256:ed787f250ce2562c7744395bdf32b5a7bc9184126ef50a75e97bcb66043dccf3"},
-    {file = "boto3-1.28.32.tar.gz", hash = "sha256:b505faa126db84e226f6f8d242a798fae30a725f0cac8a76c6aca9ace4e8eb28"},
+    {file = "boto3-1.29.1-py3-none-any.whl", hash = "sha256:192695305fa65012d21f78ee852b91cb56dd571e84d51fb71f756302bf19d23f"},
+    {file = "boto3-1.29.1.tar.gz", hash = "sha256:20285ebf4e98b2905a88aeb162b4f77ff908b2e3e31038b3223e593789290aa3"},
 ]
 
 [package.dependencies]
-botocore = ">=1.31.32,<1.32.0"
+botocore = ">=1.32.1,<1.33.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.6.0,<0.7.0"
+s3transfer = ">=0.7.0,<0.8.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.31.32"
+version = "1.32.1"
 description = "Low-level, data-driven core of boto 3."
 category = "main"
 optional = true
 python-versions = ">= 3.7"
 files = [
-    {file = "botocore-1.31.32-py3-none-any.whl", hash = "sha256:8992ac186988c4b4cc168e8e479e9472da1442b193c1bf7c9dcd1877ec62d23c"},
-    {file = "botocore-1.31.32.tar.gz", hash = "sha256:7a07d8dc8cc47bf23af39409ada81f388eb78233e1bb2cde0c415756da753664"},
+    {file = "botocore-1.32.1-py3-none-any.whl", hash = "sha256:1d9c0ff3eb7828a8bd8c5c7f12cd9d8c05c6fe4c616ef963fdaab538a0da3809"},
+    {file = "botocore-1.32.1.tar.gz", hash = "sha256:fcf3cc2913afba8e5f7ebcc15e8f6bfae844ab64bf983bf5a6fe3bb54cce239d"},
 ]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
 python-dateutil = ">=2.1,<3.0.0"
-urllib3 = ">=1.25.4,<1.27"
+urllib3 = [
+    {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
+    {version = ">=1.25.4,<2.1", markers = "python_version >= \"3.10\""},
+]
 
 [package.extras]
-crt = ["awscrt (==0.16.26)"]
+crt = ["awscrt (==0.19.12)"]
 
 [[package]]
 name = "certifi"
@@ -261,87 +264,102 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.2.0"
+version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "charset-normalizer-3.2.0.tar.gz", hash = "sha256:3bb3d25a8e6c0aedd251753a79ae98a093c7e7b471faa3aa9a93a81431987ace"},
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 [[package]]
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -430,18 +448,6 @@ files = [
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 ]
 
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-description = "Decorators for Humans"
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-optional = false
-python-versions = ">=3.5"
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-]
-
 [[package]]
 name = "dill"
 version = "0.3.7"
@@ -550,76 +556,73 @@ six = ">=1.10,<2.0"
 
 [[package]]
 name = "greenlet"
-version = "2.0.2"
+version = "3.0.1"
 description = "Lightweight in-process concurrent programming"
 category = "main"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
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 [package.extras]
-docs = ["Sphinx", "docutils (<0.18)"]
+docs = ["Sphinx"]
 test = ["objgraph", "psutil"]
 
 [[package]]
@@ -741,21 +744,18 @@ files = [
 
 [[package]]
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-version = "1.5.3"
+version = "1.6.0"
 description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
 category = "main"
 optional = false
 python-versions = "*"
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 [package.dependencies]
-decorator = "*"
 ply = "*"
-six = "*"
 
 [[package]]
 name = "jsonschema"
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 ]
 
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+version = "0.7.2"
+description = "Python logging made (stupidly) simple"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+files = [
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+win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
+
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+
 [[package]]
 name = "mccabe"
 version = "0.7.0"
@@ -912,14 +931,14 @@ files = [
 
 [[package]]
 name = "packaging"
-version = "23.1"
+version = "23.2"
 description = "Core utilities for Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 [[package]]
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 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1120,93 +1139,93 @@ testutils = ["gitpython (>3)"]
 
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+version = "4.6.0"
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 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1218,6 +1237,7 @@ encryption = ["certifi", "pymongo[aws]", "pymongocrypt (>=1.6.0,<2.0.0)"]
 gssapi = ["pykerberos", "winkerberos (>=0.5.0)"]
 ocsp = ["certifi", "cryptography (>=2.5)", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
 snappy = ["python-snappy"]
+test = ["pytest (>=7)"]
 zstd = ["zstandard"]
 
 [[package]]
@@ -1259,14 +1279,14 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "7.4.0"
+version = "7.4.3"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1328,14 +1348,14 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "pytz"
-version = "2023.3"
+version = "2023.3.post1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
 python-versions = "*"
 files = [
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 [[package]]
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@@ -1439,14 +1469,14 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "s3transfer"
-version = "0.6.2"
+version = "0.7.0"
 description = "An Amazon S3 Transfer Manager"
 category = "main"
 optional = true
 python-versions = ">= 3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1474,97 +1504,110 @@ testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (
 
 [[package]]
 name = "simplejson"
-version = "3.19.1"
+version = "3.19.2"
 description = "Simple, fast, extensible JSON encoder/decoder for Python"
 category = "main"
 optional = false
 python-versions = ">=2.5, !=3.0.*, !=3.1.*, !=3.2.*"
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 [package.dependencies]
@@ -1680,6 +1731,7 @@ typing-extensions = ">=4.2.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
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 aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
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 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=7)"]
+oracle = ["cx-oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
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 [[package]]
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 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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+    {file = "wrapt-1.16.0-py3-none-any.whl", hash = "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1"},
+    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
 ]
 
 [[package]]
@@ -1925,4 +1987,4 @@ s3 = ["fs-s3fs"]
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.12,>=3.7.2"
-content-hash = "ce0a8aff706137e7028d0884751f0fdef17b07b5cbbb0973bb6a3f60c300c648"
+content-hash = "d506eb53bcef3167ac56450b996b693d97a7adcebf1da1f10f1ccc7921b126ca"
diff --git a/pyproject.toml b/pyproject.toml
index 930ad52..de9fa4d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,6 +30,7 @@ mypy = "^1.0.0"
 isort = "^5.11.5"
 singer-sdk = { version = "^0.31.1", extras = ["testing"] }
 pylint = "^3.0.0a6"
+loguru = "^0.7.2"
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
@@ -49,6 +50,7 @@ target-version = ['py311']
 [tool.poetry.scripts]
 # CLI declaration
 tap-mongodb = 'tap_mongodb.tap:TapMongoDB.cli'
+seed = "tests.utilities.seed:main"
 
 [tool.yamlfix]
 comments_min_spaces_from_content = 2
diff --git a/tests/utilities/__init__.py b/tests/utilities/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/utilities/seed.py b/tests/utilities/seed.py
new file mode 100644
index 0000000..f4f931a
--- /dev/null
+++ b/tests/utilities/seed.py
@@ -0,0 +1,74 @@
+"""Utility module that tests may use to seed a MongoDB database in order to test tap-mongodb behavior."""
+
+
+import os
+from dataclasses import asdict, dataclass, field
+from datetime import datetime, timezone
+from typing import List, Optional
+from uuid import uuid4
+
+from loguru import logger
+from pymongo import MongoClient
+from pymongo.collection import Collection
+from pymongo.database import Database
+from pymongo.results import InsertOneResult
+
+
+@dataclass
+class User:  # pylint: disable=too-many-instance-attributes
+    """Generic User model containing members with a mix of data types."""
+
+    first_name: str
+    last_name: str
+    age: int
+    created_at: datetime = datetime.now(timezone.utc)
+    updated_at: datetime = datetime.now(timezone.utc)
+    deleted: bool = False
+    user_id: str = str(uuid4())
+    hobbies: List[str] = field(default_factory=list)
+
+
+def insert_user(collection: Collection, user: User) -> User:
+    """Insert the provided User record into the provided Collection."""
+    now: datetime = datetime.now(timezone.utc)
+    user.created_at = now
+    user.updated_at = now
+    result: InsertOneResult = collection.insert_one(asdict(user))
+    logger.info(f"Inserted User {user.id}, resulting _id {result.inserted_id}")
+    return user
+
+
+def update_user(collection: Collection, user_id: str, user: User) -> User:  # pylint: disable=unused-argument
+    """Update the provided User record in the provided Collection."""
+
+
+def get_user(collection: Collection, user_id: str) -> Optional[User]:  # pylint: disable=unused-argument
+    """Return one User by id from the provided Collection."""
+
+
+def delete_user(collection: Collection, user_id: str) -> User:  # pylint: disable=unused-argument
+    """Delete (soft-delete) one User by id from the provided Collection."""
+
+
+def get_collection() -> Collection:
+    """Returns a MongoDB Collection based on configured settings."""
+    connection_string: str = os.getenv("TAP_MONGODB_TEST_CONNECTION_STRING")
+    if not connection_string:
+        raise ValueError("connection_string must be provided")
+    database_name: str = "test_db"
+    collection_name: str = "User"
+    client: MongoClient = MongoClient(connection_string)
+    database: Database = client.get_database(database_name)
+    collection: Collection = database.get_collection(collection_name)
+    return collection
+
+
+def main() -> None:
+    """Run a series of seed operations on a MongoDB database.."""
+    collection: Collection = get_collection()
+    user: User = User(first_name="Ted", last_name="Lasso", age=48, hobbies=["football"])
+    insert_user(collection, user)
+
+
+if __name__ == "__main__":
+    main()

From 6ea1f0cbe6bf740820d2d98b4d979aab32e5b000 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Fri, 24 Nov 2023 11:08:21 -0600
Subject: [PATCH 02/13] some more refactoring, start adding resume strategy
 setting and tests

---
 .pre-commit-config.yaml  |  2 --
 poetry.lock              | 19 ++++++++++++++++++-
 pyproject.toml           |  1 +
 tap_mongodb/connector.py | 16 ++++------------
 tap_mongodb/streams.py   | 12 +++---------
 tap_mongodb/tap.py       | 26 ++++++++++++++++++++++++++
 tap_mongodb/types.py     | 25 ++++++++++++++++++++++++-
 tap_mongodb/utils.py     | 32 ++++++++++++++++++++++++++++++++
 tests/types_test.py      |  2 +-
 tests/utils_test.py      | 35 +++++++++++++++++++++++++++++++++++
 10 files changed, 144 insertions(+), 26 deletions(-)
 create mode 100644 tap_mongodb/utils.py
 create mode 100644 tests/utils_test.py

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index beb7b94..958bc03 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -11,8 +11,6 @@ repos:
       - id: end-of-file-fixer
         exclude: mongodb-replicaset.key
       - id: name-tests-test
-        args:
-          - --pytest
         exclude: tests/utilities/
       - id: no-commit-to-branch
         args:
diff --git a/poetry.lock b/poetry.lock
index a9e7e39..b834a0c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1754,6 +1754,23 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3-binary"]
 
+[[package]]
+name = "strenum"
+version = "0.4.15"
+description = "An Enum that inherits from str."
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "StrEnum-0.4.15-py3-none-any.whl", hash = "sha256:a30cda4af7cc6b5bf52c8055bc4bf4b2b6b14a93b574626da33df53cf7740659"},
+    {file = "StrEnum-0.4.15.tar.gz", hash = "sha256:878fb5ab705442070e4dd1929bb5e2249511c0bcf2b0eeacf3bcd80875c82eff"},
+]
+
+[package.extras]
+docs = ["myst-parser[linkify]", "sphinx", "sphinx-rtd-theme"]
+release = ["twine"]
+test = ["pylint", "pytest", "pytest-black", "pytest-cov", "pytest-pylint"]
+
 [[package]]
 name = "tokenize-rt"
 version = "5.0.0"
@@ -1987,4 +2004,4 @@ s3 = ["fs-s3fs"]
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.12,>=3.7.2"
-content-hash = "d506eb53bcef3167ac56450b996b693d97a7adcebf1da1f10f1ccc7921b126ca"
+content-hash = "957cfde3d78fa45068f28c9efffb834cf37b5c7bc21fe4e8d45fcef84affce92"
diff --git a/pyproject.toml b/pyproject.toml
index de9fa4d..7d3332b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,6 +19,7 @@ singer-sdk = { version = "^0.31.1" }
 fs-s3fs = { version = "^1.1.1", optional = true }
 pymongo = "^4.4.1"
 "backports.cached-property" = { version = "^1.0.2" }
+strenum = "^0.4.15"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.3.1"
diff --git a/tap_mongodb/connector.py b/tap_mongodb/connector.py
index ca6f35b..f6be8de 100644
--- a/tap_mongodb/connector.py
+++ b/tap_mongodb/connector.py
@@ -2,7 +2,7 @@
 
 import sys
 from logging import Logger, getLogger
-from typing import Any, Dict, List, Optional, Tuple
+from typing import Any, Dict, List, Optional
 
 from pymongo import MongoClient
 from pymongo.database import Database
@@ -10,6 +10,7 @@
 from singer_sdk._singerlib.catalog import CatalogEntry, MetadataMapping, Schema
 
 from tap_mongodb.schema import SCHEMA
+from tap_mongodb.types import MongoVersion
 
 if sys.version_info[:2] < (3, 8):
     from backports.cached_property import cached_property
@@ -17,15 +18,6 @@
     from functools import cached_property
 
 
-try:
-    from typing import TypeAlias  # pylint: disable=ungrouped-imports
-
-    MongoVersion: TypeAlias = Tuple[int, int]
-except ImportError:
-    TypeAlias = None
-    MongoVersion = Tuple[int, int]
-
-
 class MongoDBConnector:
     """MongoDB/DocumentDB connector class"""
 
@@ -43,7 +35,7 @@ def __init__(  # pylint: disable=too-many-arguments
         self._datetime_conversion: str = datetime_conversion.upper()
         self._prefix: Optional[str] = prefix
         self._logger: Logger = getLogger(__name__)
-        self._version: Optional[MongoVersion] = None
+        self._version: MongoVersion
 
     @cached_property
     def mongo_client(self) -> MongoClient:
@@ -66,7 +58,7 @@ def database(self) -> Database:
         return self.mongo_client[self._db_name]
 
     @property
-    def version(self) -> Optional[MongoVersion]:
+    def version(self) -> MongoVersion:
         """Returns the MongoVersion that is being used."""
         return self._version
 
diff --git a/tap_mongodb/streams.py b/tap_mongodb/streams.py
index 66584cd..616cfdc 100644
--- a/tap_mongodb/streams.py
+++ b/tap_mongodb/streams.py
@@ -4,7 +4,7 @@
 
 import math
 from datetime import datetime
-from typing import Any, Generator, Iterable, Optional
+from typing import Any, Dict, Generator, Iterable, Optional
 
 from bson.objectid import ObjectId
 from pendulum import DateTime
@@ -23,11 +23,12 @@
 
 from tap_mongodb.connector import MongoDBConnector
 from tap_mongodb.types import IncrementalId
+from tap_mongodb.utils import to_object_id
 
 DEFAULT_START_DATE: str = "1970-01-01"
 
 
-def recursive_replace_empty_in_dict(dct):
+def recursive_replace_empty_in_dict(dct: Dict) -> Dict:
     """
     Recursively replace empty values with None in a dictionary.
     NaN, inf, and -inf are unable to be parsed by the json library, so these values will be replaced with None.
@@ -46,13 +47,6 @@ def recursive_replace_empty_in_dict(dct):
     return dct
 
 
-def to_object_id(replication_key_value: str) -> ObjectId:
-    """Converts an ISO-8601 date string into a BSON ObjectId."""
-    incremental_id: IncrementalId = IncrementalId.from_string(replication_key_value)
-
-    return incremental_id.object_id
-
-
 class MongoDBCollectionStream(Stream):
     """Stream class for mongodb streams."""
 
diff --git a/tap_mongodb/tap.py b/tap_mongodb/tap.py
index 531751f..98ab61e 100644
--- a/tap_mongodb/tap.py
+++ b/tap_mongodb/tap.py
@@ -159,6 +159,32 @@ class TapMongoDB(Tap):
             required=False,
             description="Stream map config. See https://sdk.meltano.com/en/latest/stream_maps.html for documentation.",
         ),
+        th.Property(
+            "change_stream_resume_strategy",
+            th.StringType,
+            required=False,
+            default="resume_after",
+            description=(
+                "Only used when tap is run in log-based replication mode. This setting specifies how the tap creates a "
+                "new change stream on runs after the first. The default is `resume_after` (see "
+                "https://www.mongodb.com/docs/manual/changeStreams/#resumeafter-for-change-streams), which was added "
+                "in MongoDB 3.6 when the ChangeStream API was introduced. The `start_after` setting (see "
+                "https://www.mongodb.com/docs/manual/changeStreams/#startafter-for-change-streams) requires MongoDB "
+                "version 4.2 or greater. The `start_at_operation_time` setting (see "
+                "https://www.mongodb.com/docs/manual/changeStreams/#footnote-start-time) requires MongoDB version 4.0 "
+                "or greater. Note that `resume_after` and `start_after` will use a BSON resume token as the "
+                "replication key value, while `start_at_operation_time` will use an ISO 8601 datetime string. You may "
+                "thus switch back and forth between `resume_after` and `start_after` settings (provided the MongoDB"
+                "version is at least 4.2) freely, but you will need to do a full refresh and/or delete the stream "
+                "state before changing the setting to `start_at_operation_time`. If the value provided to this setting "
+                "is not compatible with the MongoDB version in use, this setting defaults to `resume_after`."
+            ),
+            allowed_values=[
+                "resume_after",
+                "start_after",
+                "start_at_operation_time",
+            ],
+        ),
     ).to_dict()
     config_jsonschema["properties"]["operation_types"]["items"]["enum"] = [
         "create",
diff --git a/tap_mongodb/types.py b/tap_mongodb/types.py
index 0c0cf62..6843235 100644
--- a/tap_mongodb/types.py
+++ b/tap_mongodb/types.py
@@ -1,12 +1,35 @@
 """Custom type definitions for tap-mongodb."""
 
 import re
+import sys
 from datetime import datetime
-from typing import Optional
+from typing import Optional, Tuple
 
 from bson.objectid import ObjectId
 from typing_extensions import Self
 
+try:
+    from typing import TypeAlias  # pylint: disable=ungrouped-imports
+
+    MongoVersion: TypeAlias = Tuple[int, int]
+except ImportError:
+    TypeAlias = None
+    MongoVersion = Tuple[int, int]
+
+
+if sys.version_info[:2] < (3, 11):
+    from strenum import StrEnum
+else:
+    from enum import StrEnum
+
+
+class ResumeStrategy(StrEnum):
+    """Enum type representing the strategy used to resume a change stream."""
+
+    RESUME_AFTER = "resume_after"
+    START_AFTER = "start_after"
+    START_AT_OPERATION_TIME = "start_at_operation_time"
+
 
 class IncrementalId:
     """ID of a record emitted by tap-mongodb in incremental replication mode.
diff --git a/tap_mongodb/utils.py b/tap_mongodb/utils.py
new file mode 100644
index 0000000..c48ebd3
--- /dev/null
+++ b/tap_mongodb/utils.py
@@ -0,0 +1,32 @@
+"""Utility module containing some functions that don't fit well in other modules."""
+
+
+from bson.objectid import ObjectId
+
+from tap_mongodb.types import IncrementalId, MongoVersion, ResumeStrategy
+
+
+def get_resume_strategy(mongo_version: MongoVersion, change_stream_resume_strategy: str) -> ResumeStrategy:
+    """Determine the appropriate ResumeStrategy based on MongoDB version and configured setting."""
+    # validate that change_stream_resume_strategy is one of the allowed values
+    if change_stream_resume_strategy not in {
+        "resume_after",
+        "start_after",
+        "start_at_operation_time",
+    }:
+        raise ValueError("unsupported change_stream_resume_strategy setting")
+    # validate that the mongodb version is at least 3.6
+    if mongo_version < (3, 6):
+        raise ValueError("unsupported version of MongoDB")
+    if (4, 0) <= mongo_version and change_stream_resume_strategy == "start_at_operation_time":
+        return ResumeStrategy.START_AT_OPERATION_TIME
+    if (4, 2) <= mongo_version and change_stream_resume_strategy == "start_after":
+        return ResumeStrategy.START_AFTER
+    return ResumeStrategy.RESUME_AFTER
+
+
+def to_object_id(replication_key_value: str) -> ObjectId:
+    """Converts an ISO-8601 date string into a BSON ObjectId."""
+    incremental_id: IncrementalId = IncrementalId.from_string(replication_key_value)
+
+    return incremental_id.object_id
diff --git a/tests/types_test.py b/tests/types_test.py
index da5dd99..ea00798 100644
--- a/tests/types_test.py
+++ b/tests/types_test.py
@@ -1,4 +1,4 @@
-"""Tests of the IncrementalId class."""
+"""Tests of tap-mongodb custom types."""
 
 from datetime import datetime
 
diff --git a/tests/utils_test.py b/tests/utils_test.py
new file mode 100644
index 0000000..1d614ba
--- /dev/null
+++ b/tests/utils_test.py
@@ -0,0 +1,35 @@
+"""Tests of the utils module."""
+
+import pytest
+
+from tap_mongodb.types import MongoVersion, ResumeStrategy
+from tap_mongodb.utils import get_resume_strategy
+
+
+def test_that_invalid_setting_throws() -> None:
+    """Test that an invalid change_stream_resume_strategy value throws the expected exception."""
+    mongo_version: MongoVersion = (4, 0)
+    change_stream_resume_strategy: str = "fake_value"
+    with pytest.raises(ValueError):
+        get_resume_strategy(mongo_version, change_stream_resume_strategy)
+
+
+def test_that_resume_after_is_returned_on_pre_4_0_mongo_version() -> None:
+    """Test that resume_after is returned for MongoDB version 3.6 even though start_after was configured"""
+    mongo_version: MongoVersion = (3, 6)
+    change_stream_resume_strategy: str = "start_after"
+    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER
+
+
+def test_that_resume_after_is_returned_on_pre_4_0_mongo_version_2() -> None:
+    """Test that resume_after is returned for MongoDB version 3.6 even though start_at_operation_time was configured"""
+    mongo_version: MongoVersion = (3, 6)
+    change_stream_resume_strategy: str = "start_at_operation_time"
+    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER
+
+
+def test_that_resume_after_is_returned_on_pre_4_0_mongo_version_3() -> None:
+    """Test that resume_after is returned for MongoDB version 3.6 when resume_after is configured"""
+    mongo_version: MongoVersion = (3, 6)
+    change_stream_resume_strategy: str = "resume_after"
+    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER

From 8d61b87f0dd907f0c5292e126932cdc44fdadbbb Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Fri, 24 Nov 2023 14:29:33 -0600
Subject: [PATCH 03/13] more tests, start splitting up the giant method

---
 tap_mongodb/streams.py | 339 +++++++++++++++++++++--------------------
 tests/utils_test.py    |  34 ++++-
 2 files changed, 206 insertions(+), 167 deletions(-)

diff --git a/tap_mongodb/streams.py b/tap_mongodb/streams.py
index 616cfdc..354fbb6 100644
--- a/tap_mongodb/streams.py
+++ b/tap_mongodb/streams.py
@@ -22,8 +22,8 @@
 from singer_sdk.streams.core import REPLICATION_INCREMENTAL, REPLICATION_LOG_BASED, Stream, TypeConformanceLevel
 
 from tap_mongodb.connector import MongoDBConnector
-from tap_mongodb.types import IncrementalId
-from tap_mongodb.utils import to_object_id
+from tap_mongodb.types import IncrementalId, MongoVersion, ResumeStrategy
+from tap_mongodb.utils import get_resume_strategy, to_object_id
 
 DEFAULT_START_DATE: str = "1970-01-01"
 
@@ -191,174 +191,185 @@ def _generate_record_messages(self, record: dict) -> Generator[singer.RecordMess
                 )
                 yield record_message
 
+    def _get_records_incremental(
+        self, bookmark: str, should_add_metadata: bool, collection: Collection
+    ) -> Iterable[dict]:
+        """Return a generator of record-type dictionary objects when running in incremental replication mode."""
+        if bookmark:
+            self.logger.debug(f"using existing bookmark: {bookmark}")
+            start_date = to_object_id(bookmark)
+        else:
+            start_date_str = self.config.get("start_date", DEFAULT_START_DATE)
+            self.logger.debug(f"no bookmark - using start date: {start_date_str}")
+            start_date = to_object_id(start_date_str)
+
+        for record in collection.find({"_id": {"$gt": start_date}}).sort([("_id", ASCENDING)]):
+            object_id: ObjectId = record["_id"]
+            incremental_id: IncrementalId = IncrementalId.from_object_id(object_id)
+
+            recursive_replace_empty_in_dict(record)
+
+            parsed_record = {
+                "replication_key": str(incremental_id),
+                "object_id": str(object_id),
+                "document": record,
+                "operation_type": None,
+                "cluster_time": None,
+                "namespace": {
+                    "database": collection.database.name,
+                    "collection": collection.name,
+                },
+            }
+            if should_add_metadata:
+                parsed_record["_sdc_batched_at"] = datetime.utcnow()
+            yield parsed_record
+
+    def _get_records_log_based(
+        self, bookmark: str, should_add_metadata: bool, collection: Collection
+    ) -> Iterable[dict]:
+        """Return a generator of record-type dictionary objects when running in log-based replication mode."""
+        # pylint: disable=too-many-locals,too-many-branches,too-many-statements
+        change_stream_options = {"full_document": "updateLookup"}
+        mongo_version: MongoVersion = self._connector.version
+        change_stream_resume_strategy: str = self.config.get("change_stream_resume_strategy", "resume_after")
+        resume_strategy: ResumeStrategy = get_resume_strategy(mongo_version, change_stream_resume_strategy)
+
+        if bookmark is not None and bookmark != DEFAULT_START_DATE:
+            self.logger.debug(f"using bookmark: {bookmark}")
+            if resume_strategy == ResumeStrategy.START_AFTER:
+                change_stream_options["start_after"] = {"_data": bookmark}
+            elif resume_strategy == ResumeStrategy.RESUME_AFTER:
+                change_stream_options["resume_after"] = {"_data": bookmark}
+        operation_types_allowlist: set = set(self.config.get("operation_types"))
+        has_seen_a_record: bool = False
+        keep_open: bool = True
+
+        try:
+            change_stream = collection.watch(**change_stream_options)
+        except OperationFailure as operation_failure:
+            if (
+                operation_failure.code == 136
+                and "modifyChangeStreams has not been run" in operation_failure.details["errmsg"]
+                and self.config["allow_modify_change_streams"]
+            ):
+                admin_db: Database = self._connector.mongo_client["admin"]
+                result = admin_db.command(
+                    "modifyChangeStreams",
+                    database=collection.database.name,
+                    collection=collection.name,
+                    enable=True,
+                )
+                if result and result["ok"]:
+                    change_stream = collection.watch(**change_stream_options)
+                else:
+                    raise RuntimeError(
+                        f"Unable to enable change streams on collection {collection.name}"
+                    ) from operation_failure
+            elif (
+                resume_strategy == ResumeStrategy.RESUME_AFTER
+                and operation_failure.code == 286
+                and "as the resume point may no longer be in the oplog." in operation_failure.details["errmsg"]
+            ):
+                self.logger.warning("Unable to resume change stream from resume token. Resetting resume token.")
+                change_stream_options.pop("resume_after", None)
+                change_stream = collection.watch(**change_stream_options)
+            else:
+                self.logger.critical(f"operation_failure on collection.watch: {operation_failure}")
+                raise operation_failure
+
+        except Exception as exception:
+            self.logger.critical(exception)
+            raise exception
+
+        with change_stream:
+            while change_stream.alive and keep_open:
+                record: Optional[_DocumentType]
+                try:
+                    record = change_stream.try_next()
+                except OperationFailure as operation_failure:
+                    if (
+                        resume_strategy == ResumeStrategy.RESUME_AFTER
+                        and operation_failure.code == 286
+                        and "as the resume point may no longer be in the oplog." in operation_failure.details["errmsg"]
+                    ):
+                        self.logger.warning(f"operation_failure on try_next: {operation_failure}")
+                        record = None
+                    else:
+                        self.logger.critical(f"operation_failure on try_next: {operation_failure}")
+                        raise operation_failure
+                # if we have processed any records, a None record means that we've caught up to the end of the
+                # stream - set keep_open to False so that the change stream is closed and the tap exits.
+                # if no records have been processed, a None record means that there has been no activity in the
+                # collection since the change stream was opened. MongoDB and DocumentDB have different behavior here
+                # (MongoDB change streams have a valid/resumable resume_token immediately, while DocumentDB change
+                # streams have a None resume_token until there has been an event published to the change stream).
+                # The intent of the following code is the following:
+                #  - If a change stream is opened and there are no records, hold it open until a record appears,
+                #    then yield that record (whose _id is set to the change stream's resume token, so that the
+                #    change stream can be resumed from this point by a later running of the tap).
+                #  - If a change stream is opened and there is at least one record, yield all records
+                if record is None and not has_seen_a_record and change_stream.resume_token is not None:
+                    # if we're in this block, we're in MongoDB specifically - DocumentDB will have a None resume
+                    # token here. If we take no action, the tap will remain open and idle until a message appears
+                    # in the change stream, then it will yield that record and close. That's not ideal because it
+                    # doesn't need to wait around for activity. It can just yield a "dummy" record with the resume
+                    # token from the change stream, exit immediately, and then pick up processing the change stream
+                    # from this point the next time the tap is run. So that's what we do.
+                    yield {
+                        "replication_key": change_stream.resume_token["_data"],
+                        "object_id": None,
+                        "document": None,
+                        "operation_type": None,
+                        "cluster_time": None,
+                        "namespace": None,
+                    }
+                    has_seen_a_record = True
+
+                if record is None and has_seen_a_record:
+                    keep_open = False
+                if record is not None:
+                    operation_type = record["operationType"]
+                    if operation_type not in operation_types_allowlist:
+                        continue
+                    cluster_time: datetime = record["clusterTime"].as_datetime()
+                    # fullDocument key is not present on delete events - if it is missing, fall back to documentKey
+                    # instead. If that is missing, pass None/null to avoid raising an error.
+                    document = record.get("fullDocument", record.get("documentKey", None))
+                    object_id: Optional[ObjectId] = document["_id"] if "_id" in document else None
+                    parsed_record = {
+                        "replication_key": record["_id"]["_data"],
+                        "object_id": str(object_id) if object_id is not None else None,
+                        "document": document,
+                        "operation_type": operation_type,
+                        "cluster_time": cluster_time.isoformat(),
+                        "namespace": {
+                            "database": record["ns"]["db"],
+                            "collection": record["ns"]["coll"],
+                        },
+                    }
+                    if should_add_metadata:
+                        parsed_record["_sdc_extracted_at"] = cluster_time
+                        parsed_record["_sdc_batched_at"] = datetime.utcnow()
+                        if operation_type == "delete":
+                            parsed_record["_sdc_deleted_at"] = cluster_time
+                    yield parsed_record
+                    has_seen_a_record = True
+
     def get_records(self, context: dict | None) -> Iterable[dict]:
         """Return a generator of record-type dictionary objects."""
-        # pylint: disable=too-many-locals,too-many-branches,too-many-statements
         bookmark: str = self.get_starting_replication_key_value(context)
         should_add_metadata: bool = self.config.get("add_record_metadata", False)
         collection: Collection = self._connector.database[self._collection_name]
 
         if self.replication_method == REPLICATION_INCREMENTAL:
-            if bookmark:
-                self.logger.debug(f"using existing bookmark: {bookmark}")
-                start_date = to_object_id(bookmark)
-            else:
-                start_date_str = self.config.get("start_date", DEFAULT_START_DATE)
-                self.logger.debug(f"no bookmark - using start date: {start_date_str}")
-                start_date = to_object_id(start_date_str)
-
-            for record in collection.find({"_id": {"$gt": start_date}}).sort([("_id", ASCENDING)]):
-                object_id: ObjectId = record["_id"]
-                incremental_id: IncrementalId = IncrementalId.from_object_id(object_id)
-
-                recursive_replace_empty_in_dict(record)
-
-                parsed_record = {
-                    "replication_key": str(incremental_id),
-                    "object_id": str(object_id),
-                    "document": record,
-                    "operation_type": None,
-                    "cluster_time": None,
-                    "namespace": {
-                        "database": collection.database.name,
-                        "collection": collection.name,
-                    },
-                }
-                if should_add_metadata:
-                    parsed_record["_sdc_batched_at"] = datetime.utcnow()
-                yield parsed_record
-
-        elif self.replication_method == REPLICATION_LOG_BASED:
-            change_stream_options = {"full_document": "updateLookup"}
-            if bookmark is not None and bookmark != DEFAULT_START_DATE:
-                self.logger.debug(f"using bookmark: {bookmark}")
-                # if on mongo version 4.2 or above, use start_after instead of resume_after, as the former will
-                # gracefully open a new change stream if the resume token's event is not present in the oplog, while
-                # the latter will error in that scenario.
-                if self._connector.version >= (4, 2):
-                    change_stream_options["start_after"] = {"_data": bookmark}
-                else:
-                    change_stream_options["resume_after"] = {"_data": bookmark}
-            operation_types_allowlist: set = set(self.config.get("operation_types"))
-            has_seen_a_record: bool = False
-            keep_open: bool = True
+            return self._get_records_incremental(bookmark, should_add_metadata, collection)
 
-            try:
-                change_stream = collection.watch(**change_stream_options)
-            except OperationFailure as operation_failure:
-                if (
-                    operation_failure.code == 136
-                    and "modifyChangeStreams has not been run" in operation_failure.details["errmsg"]
-                    and self.config["allow_modify_change_streams"]
-                ):
-                    admin_db: Database = self._connector.mongo_client["admin"]
-                    result = admin_db.command(
-                        "modifyChangeStreams",
-                        database=collection.database.name,
-                        collection=collection.name,
-                        enable=True,
-                    )
-                    if result and result["ok"]:
-                        change_stream = collection.watch(**change_stream_options)
-                    else:
-                        raise RuntimeError(
-                            f"Unable to enable change streams on collection {collection.name}"
-                        ) from operation_failure
-                elif (
-                    self._connector.version < (4, 2)
-                    and operation_failure.code == 286
-                    and "as the resume point may no longer be in the oplog." in operation_failure.details["errmsg"]
-                ):
-                    self.logger.warning("Unable to resume change stream from resume token. Resetting resume token.")
-                    change_stream_options.pop("resume_after", None)
-                    change_stream = collection.watch(**change_stream_options)
-                else:
-                    self.logger.critical(f"operation_failure on collection.watch: {operation_failure}")
-                    raise operation_failure
-
-            except Exception as exception:
-                self.logger.critical(exception)
-                raise exception
-
-            with change_stream:
-                while change_stream.alive and keep_open:
-                    record: Optional[_DocumentType]
-                    try:
-                        record = change_stream.try_next()
-                    except OperationFailure as operation_failure:
-                        if (
-                            self._connector.version < (4, 2)
-                            and operation_failure.code == 286
-                            and "as the resume point may no longer be in the oplog."
-                            in operation_failure.details["errmsg"]
-                        ):
-                            self.logger.warning(f"operation_failure on try_next: {operation_failure}")
-                            record = None
-                        else:
-                            self.logger.critical(f"operation_failure on try_next: {operation_failure}")
-                            raise operation_failure
-                    # if we have processed any records, a None record means that we've caught up to the end of the
-                    # stream - set keep_open to False so that the change stream is closed and the tap exits.
-                    # if no records have been processed, a None record means that there has been no activity in the
-                    # collection since the change stream was opened. MongoDB and DocumentDB have different behavior here
-                    # (MongoDB change streams have a valid/resumable resume_token immediately, while DocumentDB change
-                    # streams have a None resume_token until there has been an event published to the change stream).
-                    # The intent of the following code is the following:
-                    #  - If a change stream is opened and there are no records, hold it open until a record appears,
-                    #    then yield that record (whose _id is set to the change stream's resume token, so that the
-                    #    change stream can be resumed from this point by a later running of the tap).
-                    #  - If a change stream is opened and there is at least one record, yield all records
-                    if record is None and not has_seen_a_record and change_stream.resume_token is not None:
-                        # if we're in this block, we're in MongoDB specifically - DocumentDB will have a None resume
-                        # token here. If we take no action, the tap will remain open and idle until a message appears
-                        # in the change stream, then it will yield that record and close. That's not ideal because it
-                        # doesn't need to wait around for activity. It can just yield a "dummy" record with the resume
-                        # token from the change stream, exit immediately, and then pick up processing the change stream
-                        # from this point the next time the tap is run. So that's what we do.
-                        yield {
-                            "replication_key": change_stream.resume_token["_data"],
-                            "object_id": None,
-                            "document": None,
-                            "operation_type": None,
-                            "cluster_time": None,
-                            "namespace": None,
-                        }
-                        has_seen_a_record = True
-
-                    if record is None and has_seen_a_record:
-                        keep_open = False
-                    if record is not None:
-                        operation_type = record["operationType"]
-                        if operation_type not in operation_types_allowlist:
-                            continue
-                        cluster_time: datetime = record["clusterTime"].as_datetime()
-                        # fullDocument key is not present on delete events - if it is missing, fall back to documentKey
-                        # instead. If that is missing, pass None/null to avoid raising an error.
-                        document = record.get("fullDocument", record.get("documentKey", None))
-                        object_id: Optional[ObjectId] = document["_id"] if "_id" in document else None
-                        parsed_record = {
-                            "replication_key": record["_id"]["_data"],
-                            "object_id": str(object_id) if object_id is not None else None,
-                            "document": document,
-                            "operation_type": operation_type,
-                            "cluster_time": cluster_time.isoformat(),
-                            "namespace": {
-                                "database": record["ns"]["db"],
-                                "collection": record["ns"]["coll"],
-                            },
-                        }
-                        if should_add_metadata:
-                            parsed_record["_sdc_extracted_at"] = cluster_time
-                            parsed_record["_sdc_batched_at"] = datetime.utcnow()
-                            if operation_type == "delete":
-                                parsed_record["_sdc_deleted_at"] = cluster_time
-                        yield parsed_record
-                        has_seen_a_record = True
+        if self.replication_method == REPLICATION_LOG_BASED:
+            return self._get_records_log_based(bookmark, should_add_metadata, collection)
 
-        else:
-            msg = (
-                f"Unrecognized replication method {self.replication_method}. Only {REPLICATION_INCREMENTAL} and"
-                f" {REPLICATION_LOG_BASED} replication methods are supported."
-            )
-            self.logger.critical(msg)
-            raise ValueError(msg)
+        msg = (
+            f"Unrecognized replication method {self.replication_method}. Only {REPLICATION_INCREMENTAL} and"
+            f" {REPLICATION_LOG_BASED} replication methods are supported."
+        )
+        self.logger.critical(msg)
+        raise ValueError(msg)
diff --git a/tests/utils_test.py b/tests/utils_test.py
index 1d614ba..c65cead 100644
--- a/tests/utils_test.py
+++ b/tests/utils_test.py
@@ -14,22 +14,50 @@ def test_that_invalid_setting_throws() -> None:
         get_resume_strategy(mongo_version, change_stream_resume_strategy)
 
 
-def test_that_resume_after_is_returned_on_pre_4_0_mongo_version() -> None:
+def test_that_resume_after_is_returned_on_mongo_3_6_if_start_after_is_set() -> None:
     """Test that resume_after is returned for MongoDB version 3.6 even though start_after was configured"""
     mongo_version: MongoVersion = (3, 6)
     change_stream_resume_strategy: str = "start_after"
     assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER
 
 
-def test_that_resume_after_is_returned_on_pre_4_0_mongo_version_2() -> None:
+def test_that_resume_after_is_returned_on_mongo_3_6_if_start_at_operation_time_is_set() -> None:
     """Test that resume_after is returned for MongoDB version 3.6 even though start_at_operation_time was configured"""
     mongo_version: MongoVersion = (3, 6)
     change_stream_resume_strategy: str = "start_at_operation_time"
     assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER
 
 
-def test_that_resume_after_is_returned_on_pre_4_0_mongo_version_3() -> None:
+def test_that_resume_after_is_returned_on_mongo_3_6() -> None:
     """Test that resume_after is returned for MongoDB version 3.6 when resume_after is configured"""
     mongo_version: MongoVersion = (3, 6)
     change_stream_resume_strategy: str = "resume_after"
     assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER
+
+
+def test_that_resume_after_is_allowed_on_mongo_4_0() -> None:
+    """Test that resume_after is returned for MongoDB version 3.6 when resume_after is configured"""
+    mongo_version: MongoVersion = (4, 0)
+    change_stream_resume_strategy: str = "resume_after"
+    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER
+
+
+def test_that_resume_after_is_allowed_on_mongo_4_2() -> None:
+    """Test that resume_after is returned for MongoDB version 3.6 when resume_after is configured"""
+    mongo_version: MongoVersion = (4, 2)
+    change_stream_resume_strategy: str = "resume_after"
+    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER
+
+
+def test_that_start_at_operation_time_is_allowed_on_mongo_4_0() -> None:
+    """Test that resume_after is returned for MongoDB version 3.6 when resume_after is configured"""
+    mongo_version: MongoVersion = (4, 0)
+    change_stream_resume_strategy: str = "start_at_operation_time"
+    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.START_AT_OPERATION_TIME
+
+
+def test_that_start_at_operation_time_is_allowed_on_mongo_4_2() -> None:
+    """Test that resume_after is returned for MongoDB version 3.6 when resume_after is configured"""
+    mongo_version: MongoVersion = (4, 2)
+    change_stream_resume_strategy: str = "start_at_operation_time"
+    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.START_AT_OPERATION_TIME

From 4f0b291fcf0eed14f195cfbbef6f5fdaf30ed8b8 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 15:47:04 -0600
Subject: [PATCH 04/13] add mypy to precommit checks

---
 .pre-commit-config.yaml |  14 ++++--
 poetry.lock             | 107 +++-------------------------------------
 pyproject.toml          |   3 +-
 tap_mongodb/streams.py  |   9 ++--
 tap_mongodb/types.py    |  23 ++++-----
 tap_mongodb/utils.py    |   7 ++-
 6 files changed, 36 insertions(+), 127 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 958bc03..4d5c963 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,7 +2,7 @@
 # See https://pre-commit.com/hooks.html for more hooks
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v3.2.0
+    rev: v4.5.0
     hooks:
       - id: check-added-large-files
       - id: check-toml
@@ -23,11 +23,11 @@ repos:
           - '2'
       - id: trailing-whitespace
   - repo: https://github.com/lyz-code/yamlfix.git
-    rev: 1.9.0
+    rev: 1.16.0
     hooks:
       - id: yamlfix
   - repo: https://github.com/adrienverge/yamllint.git
-    rev: v1.28.0
+    rev: v1.35.0
     hooks:
       - id: yamllint
         args:
@@ -35,17 +35,21 @@ repos:
           - parsable
           - --strict
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.252
+    rev: v0.2.1
     hooks:
       - id: ruff
         args:
           - --fix
           - --exit-non-zero-on-fix
   - repo: https://github.com/psf/black
-    rev: 23.1.0
+    rev: 24.2.0
     hooks:
       - id: black
         language_version: python3
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: v1.8.0
+    hooks:
+      - id: mypy
   - repo: local
     hooks:
       - id: pylint
diff --git a/poetry.lock b/poetry.lock
index b834a0c..7d62d12 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -26,7 +26,6 @@ files = [
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
-typed-ast = {version = ">=1.4.0,<2.0", markers = "implementation_name == \"cpython\" and python_version < \"3.8\""}
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 wrapt = [
     {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
@@ -45,9 +44,6 @@ files = [
     {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
 ]
 
-[package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
 dev = ["attrs[docs,tests]", "pre-commit"]
@@ -121,7 +117,6 @@ packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""}
 typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
@@ -376,7 +371,6 @@ files = [
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "colorama"
@@ -512,7 +506,6 @@ files = [
 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=1.1.0,<4.3", markers = "python_version < \"3.8\""}
 mccabe = ">=0.7.0,<0.8.0"
 pycodestyle = ">=2.9.0,<2.10.0"
 pyflakes = ">=2.5.0,<2.6.0"
@@ -637,26 +630,6 @@ files = [
     {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
 ]
 
-[[package]]
-name = "importlib-metadata"
-version = "4.2.0"
-description = "Read metadata from Python packages"
-category = "main"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "importlib_metadata-4.2.0-py3-none-any.whl", hash = "sha256:057e92c15bc8d9e8109738a48db0ccb31b4d9d5cfbee5a8670879a30be66304b"},
-    {file = "importlib_metadata-4.2.0.tar.gz", hash = "sha256:b7e52a1f8dec14a75ea73e0891f3060099ca1d8e6a462a4dff11c3e119ea1b31"},
-]
-
-[package.dependencies]
-typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
-zipp = ">=0.5"
-
-[package.extras]
-docs = ["jaraco.packaging (>=8.2)", "rst.linker (>=1.9)", "sphinx"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pep517", "pyfakefs", "pytest (>=4.6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy"]
-
 [[package]]
 name = "importlib-resources"
 version = "5.12.0"
@@ -771,11 +744,9 @@ files = [
 
 [package.dependencies]
 attrs = ">=17.4.0"
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
 pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
@@ -908,7 +879,6 @@ files = [
 [package.dependencies]
 mypy-extensions = ">=1.0.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typed-ast = {version = ">=1.4.0,<2", markers = "python_version < \"3.8\""}
 typing-extensions = ">=4.1.0"
 
 [package.extras]
@@ -1012,9 +982,6 @@ files = [
     {file = "platformdirs-4.0.0.tar.gz", hash = "sha256:cb633b2bcf10c51af60beb0ab06d2f1d69064b43abf4c185ca6b28865f3f9731"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.8\""}
-
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
@@ -1031,9 +998,6 @@ files = [
     {file = "pluggy-1.2.0.tar.gz", hash = "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"},
 ]
 
-[package.dependencies]
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
-
 [package.extras]
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
@@ -1098,9 +1062,6 @@ files = [
     {file = "PyJWT-2.8.0.tar.gz", hash = "sha256:57e28d156e3d5c10088e0c68abb90bfac3df82b40a71bd0daa20c65ccd5c23de"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = "*", markers = "python_version <= \"3.7\""}
-
 [package.extras]
 crypto = ["cryptography (>=3.4.0)"]
 dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
@@ -1292,7 +1253,6 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 iniconfig = "*"
 packaging = "*"
 pluggy = ">=0.12,<2.0"
@@ -1627,7 +1587,6 @@ backoff = ">=2.0.0,<3.0"
 click = ">=8.0,<9.0"
 cryptography = ">=3.4.6,<42.0.0"
 fs = ">=2.4.16,<3.0.0"
-importlib-metadata = {version = "<5.0.0", markers = "python_version < \"3.8\""}
 importlib-resources = {version = "5.12.0", markers = "python_version < \"3.9\""}
 inflection = ">=0.5.1,<0.6.0"
 joblib = ">=1.0.1,<2.0.0"
@@ -1726,7 +1685,6 @@ files = [
 
 [package.dependencies]
 greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 typing-extensions = ">=4.2.0"
 
 [package.extras]
@@ -1807,67 +1765,16 @@ files = [
     {file = "tomlkit-0.12.3.tar.gz", hash = "sha256:75baf5012d06501f07bee5bf8e801b9f343e7aac5a92581f20f80ce632e6b5a4"},
 ]
 
-[[package]]
-name = "typed-ast"
-version = "1.5.5"
-description = "a fork of Python 2 and 3 ast modules with type comment support"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "typed_ast-1.5.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4bc1efe0ce3ffb74784e06460f01a223ac1f6ab31c6bc0376a21184bf5aabe3b"},
-    {file = "typed_ast-1.5.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5f7a8c46a8b333f71abd61d7ab9255440d4a588f34a21f126bbfc95f6049e686"},
-    {file = "typed_ast-1.5.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:597fc66b4162f959ee6a96b978c0435bd63791e31e4f410622d19f1686d5e769"},
-    {file = "typed_ast-1.5.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d41b7a686ce653e06c2609075d397ebd5b969d821b9797d029fccd71fdec8e04"},
-    {file = "typed_ast-1.5.5-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:5fe83a9a44c4ce67c796a1b466c270c1272e176603d5e06f6afbc101a572859d"},
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-    {file = "typed_ast-1.5.5-cp310-cp310-win_amd64.whl", hash = "sha256:e1a976ed4cc2d71bb073e1b2a250892a6e968ff02aa14c1f40eba4f365ffec02"},
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-    {file = "typed_ast-1.5.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:61443214d9b4c660dcf4b5307f15c12cb30bdfe9588ce6158f4a005baeb167b2"},
-    {file = "typed_ast-1.5.5-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:6eb936d107e4d474940469e8ec5b380c9b329b5f08b78282d46baeebd3692dc9"},
-    {file = "typed_ast-1.5.5-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e48bf27022897577d8479eaed64701ecaf0467182448bd95759883300ca818c8"},
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-    {file = "typed_ast-1.5.5-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:d09d930c2d1d621f717bb217bf1fe2584616febb5138d9b3e8cdd26506c3f6d4"},
-    {file = "typed_ast-1.5.5-cp37-cp37m-win_amd64.whl", hash = "sha256:d40c10326893ecab8a80a53039164a224984339b2c32a6baf55ecbd5b1df6431"},
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-    {file = "typed_ast-1.5.5-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:045f9930a1550d9352464e5149710d56a2aed23a2ffe78946478f7b5416f1ede"},
-    {file = "typed_ast-1.5.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:381eed9c95484ceef5ced626355fdc0765ab51d8553fec08661dce654a935db4"},
-    {file = "typed_ast-1.5.5-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:bfd39a41c0ef6f31684daff53befddae608f9daf6957140228a08e51f312d7e6"},
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-    {file = "typed_ast-1.5.5-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1efebbbf4604ad1283e963e8915daa240cb4bf5067053cf2f0baadc4d4fb51b8"},
-    {file = "typed_ast-1.5.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f0aefdd66f1784c58f65b502b6cf8b121544680456d1cebbd300c2c813899274"},
-    {file = "typed_ast-1.5.5-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:48074261a842acf825af1968cd912f6f21357316080ebaca5f19abbb11690c8a"},
-    {file = "typed_ast-1.5.5-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:429ae404f69dc94b9361bb62291885894b7c6fb4640d561179548c849f8492ba"},
-    {file = "typed_ast-1.5.5-cp39-cp39-win_amd64.whl", hash = "sha256:335f22ccb244da2b5c296e6f96b06ee9bed46526db0de38d2f0e5a6597b81155"},
-    {file = "typed_ast-1.5.5.tar.gz", hash = "sha256:94282f7a354f36ef5dbce0ef3467ebf6a258e370ab33d5b40c249fa996e590dd"},
-]
-
 [[package]]
 name = "typing-extensions"
-version = "4.7.1"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.9.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
-    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
 ]
 
 [[package]]
@@ -2003,5 +1910,5 @@ s3 = ["fs-s3fs"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "<3.12,>=3.7.2"
-content-hash = "957cfde3d78fa45068f28c9efffb834cf37b5c7bc21fe4e8d45fcef84affce92"
+python-versions = "<3.12,>=3.8"
+content-hash = "863ac0c3d5ee284dd7b8019f18393f127dd492a1af142733a38e6844f58abe17"
diff --git a/pyproject.toml b/pyproject.toml
index 7d3332b..a7c4b2e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,12 +14,13 @@ packages = [
 ]
 
 [tool.poetry.dependencies]
-python = "<3.12,>=3.7.2"
+python = "<3.12,>=3.8"
 singer-sdk = { version = "^0.31.1" }
 fs-s3fs = { version = "^1.1.1", optional = true }
 pymongo = "^4.4.1"
 "backports.cached-property" = { version = "^1.0.2" }
 strenum = "^0.4.15"
+typing-extensions = {version = "^4.9.0", python = "<3.10"}
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.3.1"
diff --git a/tap_mongodb/streams.py b/tap_mongodb/streams.py
index 354fbb6..2f03ada 100644
--- a/tap_mongodb/streams.py
+++ b/tap_mongodb/streams.py
@@ -4,7 +4,7 @@
 
 import math
 from datetime import datetime
-from typing import Any, Dict, Generator, Iterable, Optional
+from typing import Any, Dict, Generator, Iterable, Optional, Union
 
 from bson.objectid import ObjectId
 from pendulum import DateTime
@@ -96,7 +96,6 @@ def primary_keys(self) -> Optional[list[str]]:
     def primary_keys(self, new_value: list[str]) -> None:
         """Set primary keys for the stream."""
         self._primary_keys = new_value
-        return self
 
     @property
     def is_sorted(self) -> bool:
@@ -156,8 +155,6 @@ def _increment_stream_state(self, latest_record: dict[str, Any], *, context: dic
             check_sorted=self.check_sorted,
         )
 
-        return self
-
     def _generate_record_messages(self, record: dict) -> Generator[singer.RecordMessage, None, None]:
         """Write out a RECORD message.
 
@@ -229,7 +226,7 @@ def _get_records_log_based(
     ) -> Iterable[dict]:
         """Return a generator of record-type dictionary objects when running in log-based replication mode."""
         # pylint: disable=too-many-locals,too-many-branches,too-many-statements
-        change_stream_options = {"full_document": "updateLookup"}
+        change_stream_options: Dict[str, Union[str, Dict[str, str]]] = {"full_document": "updateLookup"}
         mongo_version: MongoVersion = self._connector.version
         change_stream_resume_strategy: str = self.config.get("change_stream_resume_strategy", "resume_after")
         resume_strategy: ResumeStrategy = get_resume_strategy(mongo_version, change_stream_resume_strategy)
@@ -335,7 +332,7 @@ def _get_records_log_based(
                     # fullDocument key is not present on delete events - if it is missing, fall back to documentKey
                     # instead. If that is missing, pass None/null to avoid raising an error.
                     document = record.get("fullDocument", record.get("documentKey", None))
-                    object_id: Optional[ObjectId] = document["_id"] if "_id" in document else None
+                    object_id: Optional[ObjectId] = document["_id"] if document and "_id" in document else None
                     parsed_record = {
                         "replication_key": record["_id"]["_data"],
                         "object_id": str(object_id) if object_id is not None else None,
diff --git a/tap_mongodb/types.py b/tap_mongodb/types.py
index 6843235..e7903a6 100644
--- a/tap_mongodb/types.py
+++ b/tap_mongodb/types.py
@@ -6,21 +6,22 @@
 from typing import Optional, Tuple
 
 from bson.objectid import ObjectId
-from typing_extensions import Self
 
-try:
-    from typing import TypeAlias  # pylint: disable=ungrouped-imports
+if sys.version_info < (3, 10):
+    from typing_extensions import TypeAlias
 
-    MongoVersion: TypeAlias = Tuple[int, int]
-except ImportError:
-    TypeAlias = None
     MongoVersion = Tuple[int, int]
+else:
+    from typing import TypeAlias  # pylint: disable=ungrouped-imports
 
+    MongoVersion: TypeAlias = Tuple[int, int]
 
-if sys.version_info[:2] < (3, 11):
+if sys.version_info < (3, 11):
     from strenum import StrEnum
+    from typing_extensions import Self
 else:
     from enum import StrEnum
+    from typing import Self
 
 
 class ResumeStrategy(StrEnum):
@@ -75,7 +76,7 @@ def object_id(self) -> ObjectId:
             return ObjectId.from_datetime(self._datetime)
         return ObjectId(self._object_id)
 
-    def __str__(self):
+    def __str__(self) -> str:
         """Return a string representation of the IncrementalId."""
         datetime_part: str = self._datetime.isoformat() if self._datetime else ""
         object_id_part: str = f"{self._separator}{self._object_id}" if self._object_id else ""
@@ -84,12 +85,12 @@ def __str__(self):
     @classmethod
     def from_string(cls, id_string: str) -> Self:
         """Create an IncrementalId instance from a string."""
-        matched: re.Match = re.match(IncrementalId.PATTERN, id_string)
+        matched: Optional[re.Match[str]] = re.match(IncrementalId.PATTERN, id_string)
         if not matched:
             raise ValueError("Invalid IncrementalId string")
         datetime_part = datetime.fromisoformat(matched["dt"])
         object_id_part = matched["oid"] if matched["oid"] else None
-        return IncrementalId(datetime_part, object_id_part)
+        return IncrementalId(datetime_part, object_id_part)  # type: ignore[return-value]
 
     @classmethod
     def from_object_id(cls, object_id: ObjectId) -> Self:
@@ -98,4 +99,4 @@ def from_object_id(cls, object_id: ObjectId) -> Self:
             raise ValueError("ObjectId argument cannot be None")
         datetime_part = object_id.generation_time
         object_id_part = str(object_id)
-        return IncrementalId(datetime_part, object_id_part)
+        return IncrementalId(datetime_part, object_id_part)  # type: ignore[return-value]
diff --git a/tap_mongodb/utils.py b/tap_mongodb/utils.py
index c48ebd3..d8fd68a 100644
--- a/tap_mongodb/utils.py
+++ b/tap_mongodb/utils.py
@@ -1,6 +1,5 @@
 """Utility module containing some functions that don't fit well in other modules."""
 
-
 from bson.objectid import ObjectId
 
 from tap_mongodb.types import IncrementalId, MongoVersion, ResumeStrategy
@@ -19,10 +18,10 @@ def get_resume_strategy(mongo_version: MongoVersion, change_stream_resume_strate
     if mongo_version < (3, 6):
         raise ValueError("unsupported version of MongoDB")
     if (4, 0) <= mongo_version and change_stream_resume_strategy == "start_at_operation_time":
-        return ResumeStrategy.START_AT_OPERATION_TIME
+        return ResumeStrategy.START_AT_OPERATION_TIME  # type: ignore[return-value]
     if (4, 2) <= mongo_version and change_stream_resume_strategy == "start_after":
-        return ResumeStrategy.START_AFTER
-    return ResumeStrategy.RESUME_AFTER
+        return ResumeStrategy.START_AFTER  # type: ignore[return-value]
+    return ResumeStrategy.RESUME_AFTER  # type: ignore[return-value]
 
 
 def to_object_id(replication_key_value: str) -> ObjectId:

From 48e9610c2c3bdba0dc157f3c3768d697051f9689 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 15:56:59 -0600
Subject: [PATCH 05/13] add debugging logging config file

---
 debug-logging.yaml | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)
 create mode 100644 debug-logging.yaml

diff --git a/debug-logging.yaml b/debug-logging.yaml
new file mode 100644
index 0000000..9ccae05
--- /dev/null
+++ b/debug-logging.yaml
@@ -0,0 +1,17 @@
+version: 1
+disable_existing_loggers: false
+formatters:
+  metrics:
+    format: '{asctime} {levelname} {message}'
+    style: '{'
+handlers:
+  metrics:
+    class: logging.FileHandler
+    formatter: metrics
+    filename: metrics.log
+loggers:
+  singer_sdk.metrics:
+    level: INFO
+    handlers:
+      - metrics
+    propagate: true

From d3aacb9cd29ebfcf4edf771bd108ec0259719bb9 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 15:57:12 -0600
Subject: [PATCH 06/13] update sdk version

---
 poetry.lock    | 1556 ++++++++++++++++++++++++++----------------------
 pyproject.toml |    4 +-
 2 files changed, 841 insertions(+), 719 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 7d62d12..1901bdd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -14,42 +14,38 @@ files = [
 
 [[package]]
 name = "astroid"
-version = "2.15.8"
+version = "3.0.3"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.8.0"
 files = [
-    {file = "astroid-2.15.8-py3-none-any.whl", hash = "sha256:1aa149fc5c6589e3d0ece885b4491acd80af4f087baafa3fb5203b113e68cd3c"},
-    {file = "astroid-2.15.8.tar.gz", hash = "sha256:6c107453dffee9055899705de3c9ead36e74119cee151e5a9aaf7f0b0e020a6a"},
+    {file = "astroid-3.0.3-py3-none-any.whl", hash = "sha256:92fcf218b89f449cdf9f7b39a269f8d5d617b27be68434912e11e79203963a17"},
+    {file = "astroid-3.0.3.tar.gz", hash = "sha256:4148645659b08b70d72460ed1921158027a9e53ae8b7234149b1400eddacbb93"},
 ]
 
 [package.dependencies]
-lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-wrapt = [
-    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
-    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
-]
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "backoff"
@@ -75,39 +71,106 @@ files = [
     {file = "backports.cached_property-1.0.2-py3-none-any.whl", hash = "sha256:baeb28e1cd619a3c9ab8941431fe34e8490861fb998c6c4590693d50171db0cc"},
 ]
 
+[[package]]
+name = "backports-datetime-fromisoformat"
+version = "2.0.1"
+description = "Backport of Python 3.11's datetime.fromisoformat"
+category = "main"
+optional = false
+python-versions = ">3"
+files = [
+    {file = "backports-datetime-fromisoformat-2.0.1.tar.gz", hash = "sha256:1b6afca7f47019c22df43062cde73c1af65fbdebc66520f352c690d52fd27127"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b739ccd3f36244f618f1fbc21d89894d9dc9d1d75a68762fcf917d433df38ae3"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:afd072ca32f2ca4e838e0f7b61a56168d98837ee9a182c567a49a834e07c2b98"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1a136d85f8b1db4747aa9e56a8caa0ba77c5c25b761b18e2169ea7b1b516f012"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d3a0579958ade7db62c8238163e05d46a4de61c99cebb40031ed7409a44d5f6"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:199df62af8feff5da0f4953fdc4a6994bcd7dbfe1db95901d8b93d05feda2ab5"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:afe32e60a471831058ede14fc226d9f14120e6dc67d66fbbd36e1724826ad70b"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:a1ba7e226a9694b20b713867f71b5ed2f662603c39875f14f968608d331fc96a"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:403f155deecbe94d43d0679a74abb5c9ac441422a9ececcfde030fb133865659"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b4d2ee049997d3aa2e714489cb3c34864fb0f25786e7a4ff04ac9d82af58b453"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:20aa422769af9f72ca41d83238d4a3a008d6cd74bcff0a08befb11b0018d6aa5"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:8ea8d85c3c9afa4ad51b6644d26516d43493f44c2131c12a2ba959433f4417f6"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp37-cp37m-win_amd64.whl", hash = "sha256:812b8c34e88a7d9615c604f1a0473a4e6d664aba94086bffb0c55627f9e3fb68"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:df5365930320b7a9d404cd6f7bc13988e28355e812aa42e21aa5c93443dcdd2e"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:fe3e3968c8dce4a44da2da81a6031e992a4ee62d130c2536696d215a4db2ce3c"},
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 [package.dependencies]
@@ -117,44 +180,44 @@ packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
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+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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-d = ["aiohttp (>=3.7.4)"]
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 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
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 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.7.0,<0.8.0"
+s3transfer = ">=0.10.0,<0.11.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
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+version = "1.34.43"
 description = "Low-level, data-driven core of boto 3."
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 [package.dependencies]
@@ -166,92 +229,80 @@ urllib3 = [
 ]
 
 [package.extras]
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+crt = ["awscrt (==0.19.19)"]
 
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 ]
 
 [package.dependencies]
@@ -386,48 +437,57 @@ files = [
 
 [[package]]
 name = "cryptography"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
-cffi = ">=1.12"
+cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
 docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
-docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"]
+docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
 nox = ["nox"]
-pep8test = ["black", "check-sdist", "mypy", "ruff"]
+pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -444,50 +504,51 @@ files = [
 
 [[package]]
 name = "dill"
-version = "0.3.7"
+version = "0.3.8"
 description = "serialize all of Python"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
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 files = [
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 [package.extras]
-docs = ["Sphinx"]
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 test = ["objgraph", "psutil"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
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 python-versions = ">=3.5"
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+[[package]]
+name = "importlib-metadata"
+version = "7.0.1"
+description = "Read metadata from Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+perf = ["ipython"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+
 [[package]]
 name = "importlib-resources"
-version = "5.12.0"
+version = "6.1.1"
 description = "Read resources from Python packages"
 category = "main"
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-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
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+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
 
 [[package]]
 name = "inflection"
@@ -675,21 +757,18 @@ files = [
 
 [[package]]
 name = "isort"
-version = "5.11.5"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
 files = [
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+    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
 ]
 
 [package.extras]
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-pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
+colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jmespath"
@@ -717,14 +796,14 @@ files = [
 
 [[package]]
 name = "jsonpath-ng"
-version = "1.6.0"
+version = "1.6.1"
 description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
 category = "main"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -732,72 +811,44 @@ ply = "*"
 
 [[package]]
 name = "jsonschema"
-version = "4.17.3"
+version = "4.21.1"
 description = "An implementation of JSON Schema validation for Python"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
 ]
 
 [package.dependencies]
-attrs = ">=17.4.0"
+attrs = ">=22.2.0"
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+jsonschema-specifications = ">=2023.03.6"
 pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
 [[package]]
-name = "lazy-object-proxy"
-version = "1.9.0"
-description = "A fast and thorough lazy object proxy."
-category = "dev"
+name = "jsonschema-specifications"
+version = "2023.12.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+[package.dependencies]
+importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+referencing = ">=0.31.0"
+
 [[package]]
 name = "loguru"
 version = "0.7.2"
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-
 [[package]]
 name = "mypy"
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+version = "1.8.0"
 description = "Optional static typing for Python"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -884,7 +925,7 @@ typing-extensions = ">=4.1.0"
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
 install-types = ["pip"]
-python2 = ["typed-ast (>=1.4.0,<2)"]
+mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
 
 [[package]]
@@ -913,50 +954,117 @@ files = [
 
 [[package]]
 name = "pathspec"
-version = "0.11.2"
+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "pendulum"
-version = "2.1.2"
+version = "3.0.0"
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-pytzdata = ">=2020.1"
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+importlib-resources = {version = ">=5.9.0", markers = "python_version < \"3.9\""}
+python-dateutil = ">=2.6"
+tzdata = ">=2020.1"
+
+[package.extras]
+test = ["time-machine (>=2.6.0)"]
 
 [[package]]
 name = "pkgutil-resolve-name"
@@ -972,30 +1080,30 @@ files = [
 
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+version = "4.2.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
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 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
-python-versions = ">=3.7"
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 [package.extras]
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 [[package]]
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+version = "3.0.3"
 description = "python code static checker"
 category = "dev"
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+python-versions = ">=3.8.0"
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 [package.dependencies]
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 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
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 ]
-isort = ">=4.2.5,<6"
+isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
 mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
@@ -1100,93 +1208,94 @@ testutils = ["gitpython (>3)"]
 
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 [package.dependencies]
@@ -1201,53 +1310,16 @@ snappy = ["python-snappy"]
 test = ["pytest (>=7)"]
 zstd = ["zstandard"]
 
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-
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 name = "pytest"
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+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1293,53 +1365,29 @@ six = ">=1.5"
 
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 name = "python-dotenv"
-version = "0.21.1"
+version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
 cli = ["click (>=5.0)"]
 
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-description = "World timezone definitions, modern and historical"
-category = "main"
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-
 [[package]]
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+version = "3.8.0"
 description = "A tool to automatically upgrade syntax for newer versions."
 category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1405,6 +1453,22 @@ files = [
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 ]
 
+[[package]]
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+version = "0.33.0"
+description = "JSON Referencing + Python"
+category = "main"
+optional = false
+python-versions = ">=3.8"
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+
+[package.dependencies]
+attrs = ">=22.2.0"
+rpds-py = ">=0.7.0"
+
 [[package]]
 name = "requests"
 version = "2.31.0"
@@ -1427,40 +1491,161 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "rpds-py"
+version = "0.18.0"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+category = "main"
+optional = false
+python-versions = ">=3.8"
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+
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+optional = false
+python-versions = "*"
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-typing-extensions = ">=4.2.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
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 aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
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 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
@@ -1700,7 +1890,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=8)"]
+oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
@@ -1710,7 +1900,7 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "strenum"
@@ -1731,14 +1921,14 @@ test = ["pylint", "pytest", "pytest-black", "pytest-cov", "pytest-pylint"]
 
 [[package]]
 name = "tokenize-rt"
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+version = "5.2.0"
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+python-versions = ">=3.8"
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 ]
 
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+version = "2024.1"
+description = "Provider of IANA time zone data"
+category = "main"
+optional = false
+python-versions = ">=2"
+files = [
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+
 [[package]]
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 version = "1.26.18"
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-    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
-]
-
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.17.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [extras]
 s3 = ["fs-s3fs"]
@@ -1911,4 +2033,4 @@ s3 = ["fs-s3fs"]
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.12,>=3.8"
-content-hash = "863ac0c3d5ee284dd7b8019f18393f127dd492a1af142733a38e6844f58abe17"
+content-hash = "68c17388b62eb49f534a6f6c0571756b674e5c8be8a8ecb655a79986d168e52e"
diff --git a/pyproject.toml b/pyproject.toml
index a7c4b2e..bc3d627 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,7 +15,7 @@ packages = [
 
 [tool.poetry.dependencies]
 python = "<3.12,>=3.8"
-singer-sdk = { version = "^0.31.1" }
+singer-sdk = { version = "^0.35.0" }
 fs-s3fs = { version = "^1.1.1", optional = true }
 pymongo = "^4.4.1"
 "backports.cached-property" = { version = "^1.0.2" }
@@ -30,7 +30,7 @@ black = "^23.1.0"
 pyupgrade = "^3.3.1"
 mypy = "^1.0.0"
 isort = "^5.11.5"
-singer-sdk = { version = "^0.31.1", extras = ["testing"] }
+singer-sdk = { version = "^0.35.0", extras = ["testing"] }
 pylint = "^3.0.0a6"
 loguru = "^0.7.2"
 

From 154b62edcbc4367fa0115432e71a8adbeb3651c6 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 17:21:40 -0600
Subject: [PATCH 07/13] did this fix it?

---
 pyproject.toml         |   8 ++-
 tap_mongodb/streams.py | 155 +++++++++++++++++++++--------------------
 2 files changed, 85 insertions(+), 78 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index bc3d627..52e6ec5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -67,6 +67,10 @@ quote_basic_values = false
 quote_keys_and_basic_values = false
 
 [tool.ruff]
+line-length = 120
+target-version = "py311"
+
+[tool.ruff.lint]
 select = [
     "E",
     "F",
@@ -78,10 +82,8 @@ exclude = [
     ".secrets",
     "output",
 ]
-line-length = 120
-target-version = "py311"
 
-[tool.ruff.isort]
+[tool.ruff.lint.isort]
 known-third-party = [
     "pymongo",
     "singer_sdk",
diff --git a/tap_mongodb/streams.py b/tap_mongodb/streams.py
index 2f03ada..7f1a3e7 100644
--- a/tap_mongodb/streams.py
+++ b/tap_mongodb/streams.py
@@ -170,7 +170,7 @@ def _generate_record_messages(self, record: dict) -> Generator[singer.RecordMess
             Record message objects.
         """
         extracted_at: DateTime = record.pop("_sdc_extracted_at", utc_now())
-        pop_deselected_record_properties(record, self.schema, self.mask, self.logger)
+        pop_deselected_record_properties(record, self.schema, self.mask)
         record = conform_record_data_types(
             stream_name=self.name,
             record=record,
@@ -243,6 +243,7 @@ def _get_records_log_based(
 
         try:
             change_stream = collection.watch(**change_stream_options)
+            self.logger.info("Opened change stream")
         except OperationFailure as operation_failure:
             if (
                 operation_failure.code == 136
@@ -273,84 +274,88 @@ def _get_records_log_based(
             else:
                 self.logger.critical(f"operation_failure on collection.watch: {operation_failure}")
                 raise operation_failure
-
         except Exception as exception:
             self.logger.critical(exception)
             raise exception
 
-        with change_stream:
-            while change_stream.alive and keep_open:
-                record: Optional[_DocumentType]
-                try:
-                    record = change_stream.try_next()
-                except OperationFailure as operation_failure:
-                    if (
-                        resume_strategy == ResumeStrategy.RESUME_AFTER
-                        and operation_failure.code == 286
-                        and "as the resume point may no longer be in the oplog." in operation_failure.details["errmsg"]
-                    ):
-                        self.logger.warning(f"operation_failure on try_next: {operation_failure}")
-                        record = None
-                    else:
-                        self.logger.critical(f"operation_failure on try_next: {operation_failure}")
-                        raise operation_failure
-                # if we have processed any records, a None record means that we've caught up to the end of the
-                # stream - set keep_open to False so that the change stream is closed and the tap exits.
-                # if no records have been processed, a None record means that there has been no activity in the
-                # collection since the change stream was opened. MongoDB and DocumentDB have different behavior here
-                # (MongoDB change streams have a valid/resumable resume_token immediately, while DocumentDB change
-                # streams have a None resume_token until there has been an event published to the change stream).
-                # The intent of the following code is the following:
-                #  - If a change stream is opened and there are no records, hold it open until a record appears,
-                #    then yield that record (whose _id is set to the change stream's resume token, so that the
-                #    change stream can be resumed from this point by a later running of the tap).
-                #  - If a change stream is opened and there is at least one record, yield all records
-                if record is None and not has_seen_a_record and change_stream.resume_token is not None:
-                    # if we're in this block, we're in MongoDB specifically - DocumentDB will have a None resume
-                    # token here. If we take no action, the tap will remain open and idle until a message appears
-                    # in the change stream, then it will yield that record and close. That's not ideal because it
-                    # doesn't need to wait around for activity. It can just yield a "dummy" record with the resume
-                    # token from the change stream, exit immediately, and then pick up processing the change stream
-                    # from this point the next time the tap is run. So that's what we do.
-                    yield {
-                        "replication_key": change_stream.resume_token["_data"],
-                        "object_id": None,
-                        "document": None,
-                        "operation_type": None,
-                        "cluster_time": None,
-                        "namespace": None,
-                    }
-                    has_seen_a_record = True
-
-                if record is None and has_seen_a_record:
-                    keep_open = False
-                if record is not None:
-                    operation_type = record["operationType"]
-                    if operation_type not in operation_types_allowlist:
-                        continue
-                    cluster_time: datetime = record["clusterTime"].as_datetime()
-                    # fullDocument key is not present on delete events - if it is missing, fall back to documentKey
-                    # instead. If that is missing, pass None/null to avoid raising an error.
-                    document = record.get("fullDocument", record.get("documentKey", None))
-                    object_id: Optional[ObjectId] = document["_id"] if document and "_id" in document else None
-                    parsed_record = {
-                        "replication_key": record["_id"]["_data"],
-                        "object_id": str(object_id) if object_id is not None else None,
-                        "document": document,
-                        "operation_type": operation_type,
-                        "cluster_time": cluster_time.isoformat(),
-                        "namespace": {
-                            "database": record["ns"]["db"],
-                            "collection": record["ns"]["coll"],
-                        },
-                    }
-                    if should_add_metadata:
-                        parsed_record["_sdc_extracted_at"] = cluster_time
-                        parsed_record["_sdc_batched_at"] = datetime.utcnow()
-                        if operation_type == "delete":
-                            parsed_record["_sdc_deleted_at"] = cluster_time
-                    yield parsed_record
-                    has_seen_a_record = True
+        while change_stream.alive and keep_open:
+            record: Optional[_DocumentType]
+            try:
+                record = change_stream.try_next()
+            except OperationFailure as operation_failure:
+                if (
+                    resume_strategy == ResumeStrategy.RESUME_AFTER
+                    and operation_failure.code == 286
+                    and "as the resume point may no longer be in the oplog." in operation_failure.details["errmsg"]
+                ):
+                    self.logger.warning("Unable to resume change stream from resume token. Resetting resume token.")
+                    change_stream_options.pop("resume_after", None)
+                    change_stream = collection.watch(**change_stream_options)
+                    record = None
+                else:
+                    self.logger.critical(f"operation_failure on try_next: {operation_failure}")
+                    raise operation_failure
+            # if we have processed any records, a None record means that we've caught up to the end of the
+            # stream - set keep_open to False so that the change stream is closed and the tap exits.
+            # if no records have been processed, a None record means that there has been no activity in the
+            # collection since the change stream was opened. MongoDB and DocumentDB have different behavior here
+            # (MongoDB change streams have a valid/resumable resume_token immediately, while DocumentDB change
+            # streams have a None resume_token until there has been an event published to the change stream).
+            # The intent of the following code is the following:
+            #  - If a change stream is opened and there are no records, hold it open until a record appears,
+            #    then yield that record (whose _id is set to the change stream's resume token, so that the
+            #    change stream can be resumed from this point by a later running of the tap).
+            #  - If a change stream is opened and there is at least one record, yield all records
+            if record is None and not has_seen_a_record and change_stream.resume_token is not None:
+                # if we're in this block, we're in MongoDB specifically - DocumentDB will have a None resume
+                # token here. If we take no action, the tap will remain open and idle until a message appears
+                # in the change stream, then it will yield that record and close. That's not ideal because it
+                # doesn't need to wait around for activity. It can just yield a "dummy" record with the resume
+                # token from the change stream, exit immediately, and then pick up processing the change stream
+                # from this point the next time the tap is run. So that's what we do.
+                yield {
+                    "replication_key": change_stream.resume_token["_data"],
+                    "object_id": None,
+                    "document": None,
+                    "operation_type": None,
+                    "cluster_time": None,
+                    "namespace": None,
+                }
+                has_seen_a_record = True
+
+            if record is None and has_seen_a_record:
+                self.logger.info(
+                    "Reached the end of the change stream after consuming at least one record, closing it."
+                )
+                keep_open = False
+            if record is not None:
+                operation_type = record["operationType"]
+                if operation_type not in operation_types_allowlist:
+                    self.logger.debug(f"Skipping record of operationType {operation_type} which is not in allowlist")
+                    continue
+                cluster_time: datetime = record["clusterTime"].as_datetime()
+                # fullDocument key is not present on delete events - if it is missing, fall back to documentKey
+                # instead. If that is missing, pass None/null to avoid raising an error.
+                document = record.get("fullDocument", record.get("documentKey", None))
+                object_id: Optional[ObjectId] = document["_id"] if document and "_id" in document else None
+                parsed_record = {
+                    "replication_key": record["_id"]["_data"],
+                    "object_id": str(object_id) if object_id is not None else None,
+                    "document": document,
+                    "operation_type": operation_type,
+                    "cluster_time": cluster_time.isoformat(),
+                    "namespace": {
+                        "database": record["ns"]["db"],
+                        "collection": record["ns"]["coll"],
+                    },
+                }
+                if should_add_metadata:
+                    parsed_record["_sdc_extracted_at"] = cluster_time
+                    parsed_record["_sdc_batched_at"] = datetime.utcnow()
+                    if operation_type == "delete":
+                        parsed_record["_sdc_deleted_at"] = cluster_time
+                yield parsed_record
+                has_seen_a_record = True
 
     def get_records(self, context: dict | None) -> Iterable[dict]:
         """Return a generator of record-type dictionary objects."""

From fa6ad4cd60a49cccecf05f043c67ff797074f6f7 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 17:22:40 -0600
Subject: [PATCH 08/13] delete logging config

---
 debug-logging.yaml | 17 -----------------
 1 file changed, 17 deletions(-)
 delete mode 100644 debug-logging.yaml

diff --git a/debug-logging.yaml b/debug-logging.yaml
deleted file mode 100644
index 9ccae05..0000000
--- a/debug-logging.yaml
+++ /dev/null
@@ -1,17 +0,0 @@
-version: 1
-disable_existing_loggers: false
-formatters:
-  metrics:
-    format: '{asctime} {levelname} {message}'
-    style: '{'
-handlers:
-  metrics:
-    class: logging.FileHandler
-    formatter: metrics
-    filename: metrics.log
-loggers:
-  singer_sdk.metrics:
-    level: INFO
-    handlers:
-      - metrics
-    propagate: true

From 32f6a2a7817da914966da06975356c40ed9b4323 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 17:28:40 -0600
Subject: [PATCH 09/13] delete mongodb testing things, they didn't work with
 change streams

---
 compose.yaml           | 54 ------------------------------------------
 mongodb-init.sh        | 46 -----------------------------------
 mongodb-replicaset.key | 16 -------------
 3 files changed, 116 deletions(-)
 delete mode 100644 compose.yaml
 delete mode 100755 mongodb-init.sh
 delete mode 100644 mongodb-replicaset.key

diff --git a/compose.yaml b/compose.yaml
deleted file mode 100644
index 0395bb6..0000000
--- a/compose.yaml
+++ /dev/null
@@ -1,54 +0,0 @@
-version: '3'
-services:
-  # replica set primary
-  tap-mongodb-test-db-1:
-    container_name: tap-mongodb-test-db-1
-    image: mongo:4.4
-    depends_on:
-      - tap-mongodb-test-db-2
-      - tap-mongodb-test-db-3
-    environment:
-      MONGO_INITDB_ROOT_USERNAME: ${MONGO_INITDB_ROOT_USERNAME}
-      MONGO_INITDB_ROOT_PASSWORD: ${MONGO_INITDB_ROOT_PASSWORD}
-    ports:
-      - 27000:27000
-    volumes:
-      - ./mongodb-replicaset.key:/data/replica.key
-    restart: always
-    command: mongod --bind_ip all --replSet rs0 --oplogSize 1 --quiet --keyFile /data/replica.key --port 27000
-  # replica set secondary
-  tap-mongodb-test-db-2:
-    container_name: tap-mongodb-test-db-2
-    image: mongo:4.4
-    expose:
-      - 27000
-    volumes:
-      - ./mongodb-replicaset.key:/data/replica.key
-    restart: always
-    command: mongod --bind_ip all --replSet rs0 --oplogSize 1 --quiet --keyFile /data/replica.key --port 27000
-  # replica set arbiter
-  tap-mongodb-test-db-3:
-    container_name: tap-mongodb-test-db-3
-    image: mongo:4.4
-    expose:
-      - 27000
-    volumes:
-      - ./mongodb-replicaset.key:/data/replica.key
-    restart: always
-    command: mongod --bind_ip all --replSet rs0 --oplogSize 1 --quiet --keyFile /data/replica.key --port 27000
-  tap-mongodb-test-db-init:
-    container_name: tap-mongodb-test-db-init
-    image: mongo:4.4
-    depends_on:
-      - tap-mongodb-test-db-1
-      - tap-mongodb-test-db-2
-      - tap-mongodb-test-db-3
-    environment:
-      MONGO_INITDB_ROOT_USERNAME: ${MONGO_INITDB_ROOT_USERNAME}
-      MONGO_INITDB_ROOT_PASSWORD: ${MONGO_INITDB_ROOT_PASSWORD}
-    volumes:
-      - ./mongodb-init.sh:/scripts/mongodb_rs_init.sh
-    restart: on-failure
-    entrypoint:
-      - /bin/bash
-      - /scripts/mongodb_rs_init.sh
diff --git a/mongodb-init.sh b/mongodb-init.sh
deleted file mode 100755
index 1948344..0000000
--- a/mongodb-init.sh
+++ /dev/null
@@ -1,46 +0,0 @@
-#!/bin/bash
-
-m1=tap-mongodb-test-db-1
-m2=tap-mongodb-test-db-2
-m3=tap-mongodb-test-db-2
-port=${PORT:-27000}
-
-echo "###### Waiting for ${m1} instance startup.."
-until mongosh --host ${m1}:${port} --eval 'quit(db.runCommand({ ping: 1 }).ok ? 0 : 2)' &>/dev/null; do
-  printf '.'
-  sleep 1
-done
-echo "###### Working ${m1} instance found, initiating user setup & initializing rs setup.."
-
-# setup user + pass and initialize replica sets
-mongosh --host ${m1}:${port} <<EOF
-  var rootUser = '$MONGO_INITDB_ROOT_USERNAME';
-  var rootPassword = '$MONGO_INITDB_ROOT_PASSWORD';
-  var admin = db.getSiblingDB('admin');
-  admin.auth(rootUser, rootPassword);
-
-  var config = {
-      "_id": "rs0",
-      "version": 1,
-      "members": [
-          {
-              "_id": 1,
-              "host": "${m1}:${port}",
-              "priority": 2
-          },
-          {
-              "_id": 2,
-              "host": "${m2}:${port}",
-              "priority": 1
-          },
-          {
-              "_id": 3,
-              "host": "${m3}:${port}",
-              "priority": 1,
-              "arbiterOnly": true
-          }
-      ]
-  };
-  rs.initiate(config, { force: true });
-  rs.status();
-EOF
diff --git a/mongodb-replicaset.key b/mongodb-replicaset.key
deleted file mode 100644
index 6fc3ab0..0000000
--- a/mongodb-replicaset.key
+++ /dev/null
@@ -1,16 +0,0 @@
-bSmtUqq3v/Dbi1qDtja+epHtY7meyVK/SleoTmg7aoUQly1cwwXGZfDO8d/eWIQK
-17QzTOIDy3YfxMHUmdiCfavJNVwPupmZt3xrZtLNPIMvzMHjmfSTQ26MfdpExPG/
-Eb1PdyNTcbVmNKwEGiUPVB+rG1Bu8MetFgcGKUqU5yUXDdPkgByVzRGMakPpYZKS
-qtSz3Taa1abUbrIfKPV7IrSkkLXbLQAo/xaVYdw+KweOyIdQhA0oHC6PSaoWJ8jE
-Ue44Jyq+9md9riDsF2zCLnBkyOXfi/yT37/6wuCgaloDGCzVFaFJP6+gQb8xmhaT
-aHgm4rH42xC9FU9il2oLc0Ik3WnzmLsF288tnZWXVSr8lvWorFwzu7rbb0Ne7HoT
-9uhFoCgy9JHhEwhFpyD3C8dl1lhcCWV1wkwZvg1BBuoelq22Cqv0PQ5wwx01zUx0
-kkv2LBMCUyG53gcPWkRqz8BCtF52XOxUd9FQ688YLex6BjiqEbf9YMbnlCZHhO8U
-qJi02Q9JY6xsOepy7b3vRI80Xkju+KCZIIMhfeYh8xIloA+RetI88cju9QRtV4FD
-crUCVOtrtQpJ/V8wbYscPU+Go50SEvRcJQUVCrjbtO2J6TsZT595UKnvCnPk8MDa
-GbbW3xCBv1ScTAkTQ0VfoOCG+E46nC5haAB62U4Tp8XBIFw12ZnVg2J2z4N4Sl5M
-PUFtErTxlMGbDzJzhw0P1vb2BX3a42oaza1M7bY9leHoqaEgaqotGHZUmMnwtFkY
-UeI9AYmyrEGwTsBMkmHzUEx6D1V5DqeOLUlsWYgXB90rBXJ74ePSryhBZe9V8bj0
-udt9FkoqHlRC4SfvBk5AgERP41H0OqU5YOPU06UP0s0rN0TJ/AaJcia1cucZPs5S
-Taz5+4/a1b7byWnz2DH1T1U9xxrV9xgnAYIi2YQLBIaqtxluwWQ7aRZG2MKtB5la
-0U6s/Q3yE7Pvq+Z+/iQjmeHwXFxu445Ep7ddg8AuW62mv9IM

From 2f9c015d568b7cdd4aa00efab6208dc0bfd33252 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 18:23:33 -0600
Subject: [PATCH 10/13] remove start at operation time

---
 meltano.yml          | 36 ++++++++++++------------------------
 tap_mongodb/tap.py   | 28 +++++++++++-----------------
 tap_mongodb/types.py |  1 -
 tap_mongodb/utils.py |  3 ---
 tests/utils_test.py  | 14 --------------
 5 files changed, 23 insertions(+), 59 deletions(-)

diff --git a/meltano.yml b/meltano.yml
index f9f47a8..ee3f1e4 100644
--- a/meltano.yml
+++ b/meltano.yml
@@ -90,6 +90,18 @@ plugins:
             - insert
             - replace
             - update
+        - name: change_stream_resume_strategy
+          kind: string
+          description: |
+            Only used when tap is run in log-based replication mode. This setting specifies how the tap creates a
+            new change stream on runs after the first. The default is `resume_after` (see
+            https://www.mongodb.com/docs/manual/changeStreams/#resumeafter-for-change-streams), which was added
+            in MongoDB 3.6 when the ChangeStream API was introduced. The `start_after` setting (see
+            https://www.mongodb.com/docs/manual/changeStreams/#startafter-for-change-streams) requires MongoDB
+            version 4.2 or greater. You may switch back and forth between `resume_after` and `start_after`
+            settings (provided the MongoDB version is at least 4.2) freely. If the value provided to this setting
+            is not compatible with the MongoDB version in use, this setting defaults to `resume_after`.
+          value: resume_after
         - name: stream_maps
           kind: object
           description: |
@@ -115,30 +127,6 @@ plugins:
         '*':
           replication-key: replication_key
           replication-method: INCREMENTAL
-    - name: tap-test-service-backfill
-      inherit_from: tap-mongodb
-      config:
-        mongodb_connection_string: mongodb://admin:password@localhost:27000/
-        database: test_db
-        prefix: backfill_test_db
-      select:
-        - backfill_test_db_user.*
-      metadata:
-        '*':
-          replication-key: replication_key
-          replication-method: INCREMENTAL
-    - name: tap-test-service-streaming
-      inherit_from: tap-mongodb
-      config:
-        mongodb_connection_string: mongodb://admin:password@localhost:27000/
-        database: test_db
-        prefix: streaming_test_db
-      select:
-        - streaming_test_db_user.*
-      metadata:
-        '*':
-          replication-key: replication_key
-          replication-method: LOG_BASED
   loaders:
     - name: target-jsonl
       variant: andyh1203
diff --git a/tap_mongodb/tap.py b/tap_mongodb/tap.py
index 98ab61e..e679f45 100644
--- a/tap_mongodb/tap.py
+++ b/tap_mongodb/tap.py
@@ -4,7 +4,7 @@
 
 import json
 import sys
-from typing import Any, Optional
+from typing import Any
 from urllib.parse import quote_plus
 
 from singer_sdk import Tap
@@ -51,7 +51,7 @@ class TapMongoDB(Tap):
                 "String (serialized JSON object) with keys 'username', 'password', 'engine', 'host', 'port', "
                 "'dbClusterIdentifier' or 'dbName', 'ssl'. See example at "
                 # pylint: disable-next=line-too-long
-                "https://docs.aws.amazon.com/secretsmanager/latest/userguide/reference_secret_json_structure.html#reference_secret_json_structure_docdb"  # noqa: E501
+                "https://docs.aws.amazon.com/secretsmanager/latest/userguide/reference_secret_json_structure.html#reference_secret_json_structure_docdb"
                 ". The password from this JSON object will be url-encoded by the tap before opening the database "
                 "connection."
             ),
@@ -121,7 +121,7 @@ class TapMongoDB(Tap):
             description=(
                 "In DocumentDB (unlike MongoDB), change streams must be enabled specifically (see "
                 # pylint: disable-next=line-too-long
-                "https://docs.aws.amazon.com/documentdb/latest/developerguide/change_streams.html#change_streams-enabling"  # noqa: E501
+                "https://docs.aws.amazon.com/documentdb/latest/developerguide/change_streams.html#change_streams-enabling"
                 "). If attempting to open a change stream against a collection on which change streams have not been "
                 "enabled, an OperationFailure error will be raised. If this property is set to True, when this error "
                 "is seen, the tap will execute an admin command to enable change streams and then retry the read "
@@ -170,23 +170,17 @@ class TapMongoDB(Tap):
                 "https://www.mongodb.com/docs/manual/changeStreams/#resumeafter-for-change-streams), which was added "
                 "in MongoDB 3.6 when the ChangeStream API was introduced. The `start_after` setting (see "
                 "https://www.mongodb.com/docs/manual/changeStreams/#startafter-for-change-streams) requires MongoDB "
-                "version 4.2 or greater. The `start_at_operation_time` setting (see "
-                "https://www.mongodb.com/docs/manual/changeStreams/#footnote-start-time) requires MongoDB version 4.0 "
-                "or greater. Note that `resume_after` and `start_after` will use a BSON resume token as the "
-                "replication key value, while `start_at_operation_time` will use an ISO 8601 datetime string. You may "
-                "thus switch back and forth between `resume_after` and `start_after` settings (provided the MongoDB"
-                "version is at least 4.2) freely, but you will need to do a full refresh and/or delete the stream "
-                "state before changing the setting to `start_at_operation_time`. If the value provided to this setting "
+                "version 4.2 or greater. You may switch back and forth between `resume_after` and `start_after` "
+                "settings (provided the MongoDB version is at least 4.2) freely. If the value provided to this setting "
                 "is not compatible with the MongoDB version in use, this setting defaults to `resume_after`."
             ),
             allowed_values=[
                 "resume_after",
                 "start_after",
-                "start_at_operation_time",
             ],
         ),
     ).to_dict()
-    config_jsonschema["properties"]["operation_types"]["items"]["enum"] = [
+    config_jsonschema["properties"]["operation_types"]["items"]["enum"] = [  # noqa: RUF012
         "create",
         "createIndexes",
         "delete",
@@ -202,16 +196,16 @@ class TapMongoDB(Tap):
         "update",
     ]
 
-    def _get_mongo_connection_string(self) -> Optional[str]:
+    def _get_mongo_connection_string(self) -> str:
         """Get configured MongoDB connection URI."""
         documentdb_credential_json_string = self.config.get("documentdb_credential_json_string", None)
         if documentdb_credential_json_string is not None:
             self.logger.debug("Using documentdb_credential_json_string")
             documentdb_credential_json: dict[str, Any] = json.loads(documentdb_credential_json_string)
-            username: str = documentdb_credential_json.get("username")
-            password: str = documentdb_credential_json.get("password")
-            host: str = documentdb_credential_json.get("host")
-            port: int = documentdb_credential_json.get("port")
+            username: str = documentdb_credential_json.get("username")  # type: ignore[assignment]
+            password: str = documentdb_credential_json.get("password")  # type: ignore[assignment]
+            host: str = documentdb_credential_json.get("host")  # type: ignore[assignment]
+            port: int = documentdb_credential_json.get("port")  # type: ignore[assignment]
             connection_string = f"mongodb://{quote_plus(username)}:{quote_plus(password)}@{host}:{port}"
             return connection_string
 
diff --git a/tap_mongodb/types.py b/tap_mongodb/types.py
index e7903a6..115cf6a 100644
--- a/tap_mongodb/types.py
+++ b/tap_mongodb/types.py
@@ -29,7 +29,6 @@ class ResumeStrategy(StrEnum):
 
     RESUME_AFTER = "resume_after"
     START_AFTER = "start_after"
-    START_AT_OPERATION_TIME = "start_at_operation_time"
 
 
 class IncrementalId:
diff --git a/tap_mongodb/utils.py b/tap_mongodb/utils.py
index d8fd68a..2b407ac 100644
--- a/tap_mongodb/utils.py
+++ b/tap_mongodb/utils.py
@@ -11,14 +11,11 @@ def get_resume_strategy(mongo_version: MongoVersion, change_stream_resume_strate
     if change_stream_resume_strategy not in {
         "resume_after",
         "start_after",
-        "start_at_operation_time",
     }:
         raise ValueError("unsupported change_stream_resume_strategy setting")
     # validate that the mongodb version is at least 3.6
     if mongo_version < (3, 6):
         raise ValueError("unsupported version of MongoDB")
-    if (4, 0) <= mongo_version and change_stream_resume_strategy == "start_at_operation_time":
-        return ResumeStrategy.START_AT_OPERATION_TIME  # type: ignore[return-value]
     if (4, 2) <= mongo_version and change_stream_resume_strategy == "start_after":
         return ResumeStrategy.START_AFTER  # type: ignore[return-value]
     return ResumeStrategy.RESUME_AFTER  # type: ignore[return-value]
diff --git a/tests/utils_test.py b/tests/utils_test.py
index c65cead..d31401d 100644
--- a/tests/utils_test.py
+++ b/tests/utils_test.py
@@ -47,17 +47,3 @@ def test_that_resume_after_is_allowed_on_mongo_4_2() -> None:
     mongo_version: MongoVersion = (4, 2)
     change_stream_resume_strategy: str = "resume_after"
     assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.RESUME_AFTER
-
-
-def test_that_start_at_operation_time_is_allowed_on_mongo_4_0() -> None:
-    """Test that resume_after is returned for MongoDB version 3.6 when resume_after is configured"""
-    mongo_version: MongoVersion = (4, 0)
-    change_stream_resume_strategy: str = "start_at_operation_time"
-    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.START_AT_OPERATION_TIME
-
-
-def test_that_start_at_operation_time_is_allowed_on_mongo_4_2() -> None:
-    """Test that resume_after is returned for MongoDB version 3.6 when resume_after is configured"""
-    mongo_version: MongoVersion = (4, 2)
-    change_stream_resume_strategy: str = "start_at_operation_time"
-    assert get_resume_strategy(mongo_version, change_stream_resume_strategy) == ResumeStrategy.START_AT_OPERATION_TIME

From 650ec3053292c743a218143aa938978c1b22f882 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 18:26:19 -0600
Subject: [PATCH 11/13] rm seed utils

---
 tests/utilities/__init__.py |  0
 tests/utilities/seed.py     | 74 -------------------------------------
 2 files changed, 74 deletions(-)
 delete mode 100644 tests/utilities/__init__.py
 delete mode 100644 tests/utilities/seed.py

diff --git a/tests/utilities/__init__.py b/tests/utilities/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/tests/utilities/seed.py b/tests/utilities/seed.py
deleted file mode 100644
index f4f931a..0000000
--- a/tests/utilities/seed.py
+++ /dev/null
@@ -1,74 +0,0 @@
-"""Utility module that tests may use to seed a MongoDB database in order to test tap-mongodb behavior."""
-
-
-import os
-from dataclasses import asdict, dataclass, field
-from datetime import datetime, timezone
-from typing import List, Optional
-from uuid import uuid4
-
-from loguru import logger
-from pymongo import MongoClient
-from pymongo.collection import Collection
-from pymongo.database import Database
-from pymongo.results import InsertOneResult
-
-
-@dataclass
-class User:  # pylint: disable=too-many-instance-attributes
-    """Generic User model containing members with a mix of data types."""
-
-    first_name: str
-    last_name: str
-    age: int
-    created_at: datetime = datetime.now(timezone.utc)
-    updated_at: datetime = datetime.now(timezone.utc)
-    deleted: bool = False
-    user_id: str = str(uuid4())
-    hobbies: List[str] = field(default_factory=list)
-
-
-def insert_user(collection: Collection, user: User) -> User:
-    """Insert the provided User record into the provided Collection."""
-    now: datetime = datetime.now(timezone.utc)
-    user.created_at = now
-    user.updated_at = now
-    result: InsertOneResult = collection.insert_one(asdict(user))
-    logger.info(f"Inserted User {user.id}, resulting _id {result.inserted_id}")
-    return user
-
-
-def update_user(collection: Collection, user_id: str, user: User) -> User:  # pylint: disable=unused-argument
-    """Update the provided User record in the provided Collection."""
-
-
-def get_user(collection: Collection, user_id: str) -> Optional[User]:  # pylint: disable=unused-argument
-    """Return one User by id from the provided Collection."""
-
-
-def delete_user(collection: Collection, user_id: str) -> User:  # pylint: disable=unused-argument
-    """Delete (soft-delete) one User by id from the provided Collection."""
-
-
-def get_collection() -> Collection:
-    """Returns a MongoDB Collection based on configured settings."""
-    connection_string: str = os.getenv("TAP_MONGODB_TEST_CONNECTION_STRING")
-    if not connection_string:
-        raise ValueError("connection_string must be provided")
-    database_name: str = "test_db"
-    collection_name: str = "User"
-    client: MongoClient = MongoClient(connection_string)
-    database: Database = client.get_database(database_name)
-    collection: Collection = database.get_collection(collection_name)
-    return collection
-
-
-def main() -> None:
-    """Run a series of seed operations on a MongoDB database.."""
-    collection: Collection = get_collection()
-    user: User = User(first_name="Ted", last_name="Lasso", age=48, hobbies=["football"])
-    insert_user(collection, user)
-
-
-if __name__ == "__main__":
-    main()

From c4335e5af6dbc8e6afb04ce9587944f071129c93 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 18:32:48 -0600
Subject: [PATCH 12/13] bump version

---
 poetry.lock    | 12 ++++++------
 pyproject.toml |  2 +-
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 1901bdd..c36d01a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1757,14 +1757,14 @@ files = [
 
 [[package]]
 name = "singer-sdk"
-version = "0.35.0"
+version = "0.35.1"
 description = "A framework for building Singer taps"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "singer_sdk-0.35.0-py3-none-any.whl", hash = "sha256:0f56be58655708dd97df4b892ad86bc74cc7a96c360bf4d22362391d0668b8be"},
-    {file = "singer_sdk-0.35.0.tar.gz", hash = "sha256:3e4048a0e2aaef080acff2bca1d27a0dafcf24684f763cc46ed2b1a0c6970fd7"},
+    {file = "singer_sdk-0.35.1-py3-none-any.whl", hash = "sha256:ce74509f4e330b722dd27c70e164e594303898e974faba4dad4aede0e2de1c02"},
+    {file = "singer_sdk-0.35.1.tar.gz", hash = "sha256:25e0bfb7d62c2d33098b92c538c01d384d0bc9d79221a8b92318dc2ff45d32c2"},
 ]
 
 [package.dependencies]
@@ -1782,7 +1782,7 @@ jsonschema = ">=4.16.0"
 packaging = ">=23.1"
 pendulum = ">=2.1.0,<4"
 PyJWT = ">=2.4,<3.0"
-pytest = {version = ">=7.2.1", optional = true, markers = "extra == \"testing\""}
+pytest = {version = ">=7.2.1", optional = true, markers = "extra == \"docs\" or extra == \"testing\""}
 pytest-durations = {version = ">=1.2.0", optional = true, markers = "extra == \"testing\""}
 python-dateutil = ">=2.8.2"
 python-dotenv = ">=0.20"
@@ -1796,8 +1796,8 @@ typing-extensions = ">=4.5.0"
 urllib3 = ">=1.26,<2"
 
 [package.extras]
-docs = ["furo (>=2022.12.7)", "myst-parser (>=1)", "sphinx (>=4.5)", "sphinx-autobuild (>=2021.3.14)", "sphinx-copybutton (>=0.3.1)", "sphinx-inline-tabs (>=2023.4.21)", "sphinx-notfound-page (>=1.0.0)", "sphinx-reredirects (>=0.1.1)"]
-faker = ["faker (>=22.5,<23.0)"]
+docs = ["furo (>=2022.12.7)", "myst-parser (>=1)", "pytest (>=7.2.1)", "sphinx (>=4.5)", "sphinx-autobuild (>=2021.3.14)", "sphinx-copybutton (>=0.3.1)", "sphinx-inline-tabs (>=2023.4.21)", "sphinx-notfound-page (>=1.0.0)", "sphinx-reredirects (>=0.1.1)"]
+faker = ["faker (>=22.5,<24.0)"]
 parquet = ["numpy (>=1.22)", "numpy (>=1.22,<1.25)", "pyarrow (>=13)"]
 s3 = ["fs-s3fs (>=1.1.1)"]
 testing = ["pytest (>=7.2.1)", "pytest-durations (>=1.2.0)"]
diff --git a/pyproject.toml b/pyproject.toml
index 52e6ec5..606da4e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "tap-mongodb"
-version = "2.5.0"
+version = "2.6.0"
 description = "`tap-mongodb` is a Singer tap for MongoDB and AWS DocumentDB, built with the Meltano Singer SDK."
 readme = "README.md"
 authors = ["Matt Menzenski"]

From b0e253a7c5c55199b79de5390b99f7ce192ab0a8 Mon Sep 17 00:00:00 2001
From: Matt Menzenski <matt@payitgov.com>
Date: Thu, 15 Feb 2024 18:36:23 -0600
Subject: [PATCH 13/13] remove backports cached property if we're on 3.8+ now

---
 poetry.lock        | 14 +-------------
 pyproject.toml     |  1 -
 tap_mongodb/tap.py |  7 +------
 3 files changed, 2 insertions(+), 20 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index c36d01a..333b4a2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -59,18 +59,6 @@ files = [
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
 ]
 
-[[package]]
-name = "backports-cached-property"
-version = "1.0.2"
-description = "cached_property() - computed once per instance, cached as attribute"
-category = "main"
-optional = false
-python-versions = ">=3.6.0"
-files = [
-    {file = "backports.cached-property-1.0.2.tar.gz", hash = "sha256:9306f9eed6ec55fd156ace6bc1094e2c86fae5fb2bf07b6a9c00745c656e75dd"},
-    {file = "backports.cached_property-1.0.2-py3-none-any.whl", hash = "sha256:baeb28e1cd619a3c9ab8941431fe34e8490861fb998c6c4590693d50171db0cc"},
-]
-
 [[package]]
 name = "backports-datetime-fromisoformat"
 version = "2.0.1"
@@ -2033,4 +2021,4 @@ s3 = ["fs-s3fs"]
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.12,>=3.8"
-content-hash = "68c17388b62eb49f534a6f6c0571756b674e5c8be8a8ecb655a79986d168e52e"
+content-hash = "12bb28c9df6d137fadb8db0cc22f15798064502fb50d9f2416ae9e5c3660412d"
diff --git a/pyproject.toml b/pyproject.toml
index 606da4e..da131ff 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,6 @@ python = "<3.12,>=3.8"
 singer-sdk = { version = "^0.35.0" }
 fs-s3fs = { version = "^1.1.1", optional = true }
 pymongo = "^4.4.1"
-"backports.cached-property" = { version = "^1.0.2" }
 strenum = "^0.4.15"
 typing-extensions = {version = "^4.9.0", python = "<3.10"}
 
diff --git a/tap_mongodb/tap.py b/tap_mongodb/tap.py
index e679f45..9363e5e 100644
--- a/tap_mongodb/tap.py
+++ b/tap_mongodb/tap.py
@@ -3,7 +3,7 @@
 from __future__ import annotations
 
 import json
-import sys
+from functools import cached_property
 from typing import Any
 from urllib.parse import quote_plus
 
@@ -13,11 +13,6 @@
 from tap_mongodb.connector import MongoDBConnector
 from tap_mongodb.streams import MongoDBCollectionStream
 
-if sys.version_info[:2] >= (3, 7):
-    from backports.cached_property import cached_property
-else:
-    from functools import cached_property
-
 
 class TapMongoDB(Tap):
     """mongodb tap class."""