diff --git a/.gitignore b/.gitignore
index e25ff9f..024fdcc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,9 +1,184 @@
 cipherstash-proxy.custom.toml
-.DS_Store
 
 # Temporary until this is better implemented
 k8s
 
 .envrc
 
-dynamodb/app/target
\ No newline at end of file
+dynamodb/app/target
+
+# Based on https://raw.githubusercontent.com/github/gitignore/main/Node.gitignore
+
+# Logs
+
+logs
+_.log
+npm-debug.log_
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+.pnpm-debug.log*
+
+# Caches
+
+.cache
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+
+report.[0-9]_.[0-9]_.[0-9]_.[0-9]_.json
+
+# Runtime data
+
+pids
+_.pid
+_.seed
+*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+
+lib-cov
+
+# Coverage directory used by tools like istanbul
+
+coverage
+*.lcov
+
+# nyc test coverage
+
+.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+
+.grunt
+
+# Bower dependency directory (https://bower.io/)
+
+bower_components
+
+# node-waf configuration
+
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+
+build/Release
+
+# Dependency directories
+
+node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+
+web_modules/
+
+# TypeScript cache
+
+*.tsbuildinfo
+
+# Optional npm cache directory
+
+.npm
+
+# Optional eslint cache
+
+.eslintcache
+
+# Optional stylelint cache
+
+.stylelintcache
+
+# Microbundle cache
+
+.rpt2_cache/
+.rts2_cache_cjs/
+.rts2_cache_es/
+.rts2_cache_umd/
+
+# Optional REPL history
+
+.node_repl_history
+
+# Output of 'npm pack'
+
+*.tgz
+
+# Yarn Integrity file
+
+.yarn-integrity
+
+# dotenv environment variable files
+
+.env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+
+.parcel-cache
+
+# Next.js build output
+
+.next
+out
+
+# Nuxt.js build / generate output
+
+.nuxt
+dist
+
+# Gatsby files
+
+# Comment in the public line in if your project uses Gatsby and not Next.js
+
+# https://nextjs.org/blog/next-9-1#public-directory-support
+
+# public
+
+# vuepress build output
+
+.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+
+.temp
+
+# Docusaurus cache and generated files
+
+.docusaurus
+
+# Serverless directories
+
+.serverless/
+
+# FuseBox cache
+
+.fusebox/
+
+# DynamoDB Local files
+
+.dynamodb/
+
+# TernJS port file
+
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+
+.vscode-test
+
+# yarn v2
+
+.yarn/cache
+.yarn/unplugged
+.yarn/build-state.yml
+.yarn/install-state.gz
+.pnp.*
+
+# IntelliJ based IDEs
+.idea
+
+# Finder (MacOS) folder config
+.DS_Store
diff --git a/postgres/db/Dockerfile b/postgres/db/Dockerfile
index fc07a56..77d176c 100644
--- a/postgres/db/Dockerfile
+++ b/postgres/db/Dockerfile
@@ -1,4 +1,13 @@
 FROM --platform=linux/amd64 postgres:16 as db
+
+# Install pgvector
+RUN apt-get update && apt-get install -y git make build-essential
+RUN apt-get install -y postgresql-server-dev-16
+RUN git clone --branch v0.7.4 https://github.com/pgvector/pgvector.git
+WORKDIR /pgvector
+RUN make
+RUN make install
+
 WORKDIR /app
 COPY init.sh /docker-entrypoint-initdb.d
 COPY dump.sql ./scripts/db/dump.sql
diff --git a/postgres/examples/prisma/.env.example b/postgres/examples/prisma/.env.example
new file mode 100644
index 0000000..1306b20
--- /dev/null
+++ b/postgres/examples/prisma/.env.example
@@ -0,0 +1 @@
+DATABASE_URL=postgres://postgres:password@localhost:5432/postgres
\ No newline at end of file
diff --git a/postgres/examples/prisma/README.md b/postgres/examples/prisma/README.md
new file mode 100644
index 0000000..acd0538
--- /dev/null
+++ b/postgres/examples/prisma/README.md
@@ -0,0 +1,46 @@
+# cipherstash-prisma-orm-example
+
+To install dependencies:
+
+```bash
+bun install
+```
+
+## Environment variables
+
+Copy the `.env.example` file to the two additional files:
+
+- `.env.local` - Used for the application `index.ts` file and connects through CipherStash Proxy
+- `.env` - Used for the Prisma Migrations
+
+Edit the `.env.local` file to include the following environment variables:
+
+```bash
+DATABASE_URL=postgres://postgres:password@localhost:6432/postgres
+```
+
+Edit the `.env` file to include the following environment variables:
+
+```bash
+DATABASE_URL=postgres://postgres:password@localhost:5432/postgres
+```
+
+The only difference is the port number.
+
+## Running migrations
+
+To run migrations run the following command:
+
+```bash
+bun prisma migrate dev
+```
+
+This will run the migrations against the local database.
+
+## Running the application
+
+Run the following command to start the application:
+
+```bash
+bun run index.ts
+```
diff --git a/postgres/examples/prisma/bun.lockb b/postgres/examples/prisma/bun.lockb
new file mode 100755
index 0000000..7ae99b8
Binary files /dev/null and b/postgres/examples/prisma/bun.lockb differ
diff --git a/postgres/examples/prisma/index.ts b/postgres/examples/prisma/index.ts
new file mode 100644
index 0000000..886d9c1
--- /dev/null
+++ b/postgres/examples/prisma/index.ts
@@ -0,0 +1,15 @@
+import { PrismaClient } from '@prisma/client'
+
+const prisma = new PrismaClient()
+
+// Uncomment the following line to create a new user
+// await prisma.user.create({
+//     data: {
+//         firstName: 'Alice',
+//         email: 'alice@prisma.io',
+//         password: 'alice',
+//     },
+// })
+
+const allUsers = await prisma.user.findMany()
+console.dir(allUsers, { depth: null })
diff --git a/postgres/examples/prisma/package.json b/postgres/examples/prisma/package.json
new file mode 100644
index 0000000..58755e4
--- /dev/null
+++ b/postgres/examples/prisma/package.json
@@ -0,0 +1,15 @@
+{
+  "name": "cipherstash-prisma-orm-example",
+  "module": "index.ts",
+  "type": "module",
+  "devDependencies": {
+    "@types/bun": "latest"
+  },
+  "peerDependencies": {
+    "typescript": "^5.0.0"
+  },
+  "dependencies": {
+    "@prisma/client": "^5.19.1",
+    "prisma": "^5.19.1"
+  }
+}
\ No newline at end of file
diff --git a/postgres/examples/prisma/prisma/migrations/20240913124049_init/migration.sql b/postgres/examples/prisma/prisma/migrations/20240913124049_init/migration.sql
new file mode 100644
index 0000000..0622a94
--- /dev/null
+++ b/postgres/examples/prisma/prisma/migrations/20240913124049_init/migration.sql
@@ -0,0 +1,202 @@
+CREATE EXTENSION IF NOT EXISTS vector;
+
+-- CreateEnum
+CREATE TYPE "JobStatus" AS ENUM ('completed', 'progress', 'failed', 'active');
+
+-- CreateEnum
+CREATE TYPE "UserStatus" AS ENUM ('active', 'inactive', 'suspended');
+
+-- CreateEnum
+CREATE TYPE "UsageType" AS ENUM ('search', 'upload');
+
+-- CreateTable
+CREATE TABLE "User" (
+    "id" TEXT NOT NULL,
+    "firstName" TEXT,
+    "lastName" TEXT,
+    "email" TEXT NOT NULL,
+    "password" TEXT NOT NULL,
+    "status" "UserStatus" NOT NULL DEFAULT 'active',
+    "phone" TEXT,
+    "gender" TEXT,
+    "bio" TEXT,
+    "profilePicUrl" TEXT,
+    "createdAt" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "verifiedAt" TIMESTAMP(3),
+    "updatedAt" TIMESTAMP(3) NOT NULL,
+    "deletedAt" TIMESTAMP(3),
+
+    CONSTRAINT "User_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable
+CREATE TABLE "Role" (
+    "id" TEXT NOT NULL,
+    "name" TEXT NOT NULL,
+
+    CONSTRAINT "Role_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable
+CREATE TABLE "Job" (
+    "id" TEXT NOT NULL,
+    "name" TEXT NOT NULL,
+    "status" "JobStatus" NOT NULL DEFAULT 'active',
+    "createdAt" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updatedAt" TIMESTAMP(3) NOT NULL,
+    "userId" TEXT NOT NULL,
+
+    CONSTRAINT "Job_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable
+CREATE TABLE "File" (
+    "id" TEXT NOT NULL,
+    "name" TEXT NOT NULL,
+    "mimeType" TEXT NOT NULL,
+    "title" TEXT,
+    "description" TEXT,
+    "path" TEXT NOT NULL,
+    "processed" BOOLEAN NOT NULL DEFAULT false,
+    "createdAt" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updatedAt" TIMESTAMP(3) NOT NULL,
+    "deletedAt" TIMESTAMP(3),
+    "jobId" TEXT,
+    "userId" TEXT NOT NULL,
+    "createdBy" TEXT NOT NULL,
+    "embedding" vector(1536),
+    "blurHash" TEXT,
+    "size" BIGINT,
+    "hash" TEXT,
+
+    CONSTRAINT "File_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable
+CREATE TABLE "Collection" (
+    "id" TEXT NOT NULL,
+    "name" TEXT NOT NULL,
+    "description" TEXT,
+    "createdAt" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updatedAt" TIMESTAMP(3) NOT NULL,
+    "deletedAt" TIMESTAMP(3),
+    "userId" TEXT NOT NULL,
+    "createdBy" TEXT NOT NULL,
+
+    CONSTRAINT "Collection_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable
+CREATE TABLE "Usage" (
+    "id" TEXT NOT NULL,
+    "type" "UsageType" NOT NULL DEFAULT 'search',
+    "query" TEXT,
+    "count" INTEGER NOT NULL DEFAULT 1,
+    "createdAt" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updatedAt" TIMESTAMP(3) NOT NULL,
+    "createdBy" TEXT NOT NULL,
+
+    CONSTRAINT "Usage_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable
+CREATE TABLE "_UserRoles" (
+    "A" TEXT NOT NULL,
+    "B" TEXT NOT NULL
+);
+
+-- CreateTable
+CREATE TABLE "_FileCollections" (
+    "A" TEXT NOT NULL,
+    "B" TEXT NOT NULL
+);
+
+-- CreateIndex
+CREATE UNIQUE INDEX "User_email_key" ON "User"("email");
+
+-- CreateIndex
+CREATE INDEX "User_email_idx" ON "User"("email");
+
+-- CreateIndex
+CREATE UNIQUE INDEX "Role_name_key" ON "Role"("name");
+
+-- CreateIndex
+CREATE INDEX "Job_status_idx" ON "Job"("status");
+
+-- CreateIndex
+CREATE INDEX "Job_userId_idx" ON "Job"("userId");
+
+-- CreateIndex
+CREATE UNIQUE INDEX "File_hash_key" ON "File"("hash");
+
+-- CreateIndex
+CREATE INDEX "File_processed_idx" ON "File"("processed");
+
+-- CreateIndex
+CREATE INDEX "File_userId_idx" ON "File"("userId");
+
+-- CreateIndex
+CREATE INDEX "File_jobId_idx" ON "File"("jobId");
+
+-- CreateIndex
+CREATE INDEX "File_createdBy_idx" ON "File"("createdBy");
+
+-- CreateIndex
+CREATE INDEX "File_hash_idx" ON "File"("hash");
+
+-- CreateIndex
+CREATE INDEX "Collection_userId_idx" ON "Collection"("userId");
+
+-- CreateIndex
+CREATE INDEX "Collection_createdBy_idx" ON "Collection"("createdBy");
+
+-- CreateIndex
+CREATE INDEX "Usage_createdBy_idx" ON "Usage"("createdBy");
+
+-- CreateIndex
+CREATE INDEX "Usage_type_idx" ON "Usage"("type");
+
+-- CreateIndex
+CREATE UNIQUE INDEX "_UserRoles_AB_unique" ON "_UserRoles"("A", "B");
+
+-- CreateIndex
+CREATE INDEX "_UserRoles_B_index" ON "_UserRoles"("B");
+
+-- CreateIndex
+CREATE UNIQUE INDEX "_FileCollections_AB_unique" ON "_FileCollections"("A", "B");
+
+-- CreateIndex
+CREATE INDEX "_FileCollections_B_index" ON "_FileCollections"("B");
+
+-- AddForeignKey
+ALTER TABLE "Job" ADD CONSTRAINT "Job_userId_fkey" FOREIGN KEY ("userId") REFERENCES "User"("id") ON DELETE RESTRICT ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "File" ADD CONSTRAINT "File_jobId_fkey" FOREIGN KEY ("jobId") REFERENCES "Job"("id") ON DELETE SET NULL ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "File" ADD CONSTRAINT "File_userId_fkey" FOREIGN KEY ("userId") REFERENCES "User"("id") ON DELETE RESTRICT ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "File" ADD CONSTRAINT "File_createdBy_fkey" FOREIGN KEY ("createdBy") REFERENCES "User"("id") ON DELETE RESTRICT ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "Collection" ADD CONSTRAINT "Collection_userId_fkey" FOREIGN KEY ("userId") REFERENCES "User"("id") ON DELETE RESTRICT ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "Collection" ADD CONSTRAINT "Collection_createdBy_fkey" FOREIGN KEY ("createdBy") REFERENCES "User"("id") ON DELETE RESTRICT ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "Usage" ADD CONSTRAINT "Usage_createdBy_fkey" FOREIGN KEY ("createdBy") REFERENCES "User"("id") ON DELETE RESTRICT ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "_UserRoles" ADD CONSTRAINT "_UserRoles_A_fkey" FOREIGN KEY ("A") REFERENCES "Role"("id") ON DELETE CASCADE ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "_UserRoles" ADD CONSTRAINT "_UserRoles_B_fkey" FOREIGN KEY ("B") REFERENCES "User"("id") ON DELETE CASCADE ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "_FileCollections" ADD CONSTRAINT "_FileCollections_A_fkey" FOREIGN KEY ("A") REFERENCES "Collection"("id") ON DELETE CASCADE ON UPDATE CASCADE;
+
+-- AddForeignKey
+ALTER TABLE "_FileCollections" ADD CONSTRAINT "_FileCollections_B_fkey" FOREIGN KEY ("B") REFERENCES "File"("id") ON DELETE CASCADE ON UPDATE CASCADE;
diff --git a/postgres/examples/prisma/prisma/migrations/migration_lock.toml b/postgres/examples/prisma/prisma/migrations/migration_lock.toml
new file mode 100644
index 0000000..fbffa92
--- /dev/null
+++ b/postgres/examples/prisma/prisma/migrations/migration_lock.toml
@@ -0,0 +1,3 @@
+# Please do not edit this file manually
+# It should be added in your version-control system (i.e. Git)
+provider = "postgresql"
\ No newline at end of file
diff --git a/postgres/examples/prisma/prisma/schema.prisma b/postgres/examples/prisma/prisma/schema.prisma
new file mode 100644
index 0000000..04d5ca4
--- /dev/null
+++ b/postgres/examples/prisma/prisma/schema.prisma
@@ -0,0 +1,137 @@
+// This is your Prisma schema file,
+// learn more about it in the docs: https://pris.ly/d/prisma-schema
+// Looking for ways to speed up your queries, or scale easily with your serverless or edge functions?
+// Try Prisma Accelerate: https://pris.ly/cli/accelerate-init
+generator client {
+  provider = "prisma-client-js"
+}
+
+datasource db {
+  provider = "postgresql"
+  url      = env("DATABASE_URL")
+}
+
+model User {
+  id                 String       @id @default(uuid())
+  firstName          String?
+  lastName           String?
+  email              String       @unique
+  password           String
+  status             UserStatus   @default(active)
+  phone              String?
+  gender             String?
+  bio                String?
+  profilePicUrl      String?
+  createdAt          DateTime     @default(now())
+  verifiedAt         DateTime?
+  updatedAt          DateTime     @updatedAt
+  deletedAt          DateTime?
+  roles              Role[]       @relation("UserRoles")
+  images             File[]
+  jobs               Job[]
+  collections        Collection[]
+  createdFiles       File[]       @relation("FileCreator")
+  createdCollections Collection[] @relation("CollectionCreator")
+  usages             Usage[]
+
+  @@index([email])
+}
+
+model Role {
+  id    String @id @default(uuid())
+  name  String @unique
+  users User[] @relation("UserRoles")
+}
+
+enum JobStatus {
+  completed
+  progress
+  failed
+  active
+}
+
+enum UserStatus {
+  active
+  inactive
+  suspended
+}
+
+model Job {
+  id        String    @id
+  name      String
+  status    JobStatus @default(active)
+  createdAt DateTime  @default(now())
+  updatedAt DateTime  @updatedAt
+  userId    String
+  user      User      @relation(fields: [userId], references: [id])
+  images    File[]
+
+  @@index([status])
+  @@index([userId])
+}
+
+model File {
+  id          String                       @id @default(uuid())
+  name        String
+  mimeType    String
+  title       String?
+  description String?
+  path        String
+  processed   Boolean                      @default(false)
+  createdAt   DateTime                     @default(now())
+  updatedAt   DateTime                     @updatedAt
+  deletedAt   DateTime?
+  jobId       String?
+  job         Job?                         @relation(fields: [jobId], references: [id])
+  userId      String
+  user        User                         @relation(fields: [userId], references: [id])
+  createdBy   String
+  creator     User                         @relation("FileCreator", fields: [createdBy], references: [id])
+  embedding   Unsupported("vector(1536)")?
+  collections Collection[]                 @relation("FileCollections")
+  blurHash    String?
+  size        BigInt?
+  hash        String?                      @unique // New field for file content hash
+
+  @@index([processed])
+  @@index([userId])
+  @@index([jobId])
+  @@index([createdBy])
+  @@index([hash]) // New index for faster lookups
+}
+
+model Collection {
+  id          String    @id @default(uuid())
+  name        String
+  description String?
+  createdAt   DateTime  @default(now())
+  updatedAt   DateTime  @updatedAt
+  deletedAt   DateTime?
+  userId      String
+  user        User      @relation(fields: [userId], references: [id])
+  createdBy   String
+  creator     User      @relation("CollectionCreator", fields: [createdBy], references: [id])
+  files       File[]    @relation("FileCollections")
+
+  @@index([userId])
+  @@index([createdBy])
+}
+
+enum UsageType {
+  search
+  upload
+}
+
+model Usage {
+  id        String    @id @default(uuid())
+  type      UsageType @default(search)
+  query     String?
+  count     Int       @default(1)
+  createdAt DateTime  @default(now())
+  updatedAt DateTime  @updatedAt
+  createdBy String
+  user      User      @relation(fields: [createdBy], references: [id])
+
+  @@index([createdBy])
+  @@index([type])
+}
diff --git a/postgres/examples/prisma/tsconfig.json b/postgres/examples/prisma/tsconfig.json
new file mode 100644
index 0000000..238655f
--- /dev/null
+++ b/postgres/examples/prisma/tsconfig.json
@@ -0,0 +1,27 @@
+{
+  "compilerOptions": {
+    // Enable latest features
+    "lib": ["ESNext", "DOM"],
+    "target": "ESNext",
+    "module": "ESNext",
+    "moduleDetection": "force",
+    "jsx": "react-jsx",
+    "allowJs": true,
+
+    // Bundler mode
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "verbatimModuleSyntax": true,
+    "noEmit": true,
+
+    // Best practices
+    "strict": true,
+    "skipLibCheck": true,
+    "noFallthroughCasesInSwitch": true,
+
+    // Some stricter flags (disabled by default)
+    "noUnusedLocals": false,
+    "noUnusedParameters": false,
+    "noPropertyAccessFromIndexSignature": false
+  }
+}