diff --git a/.env.example b/.env.example
index a7a96b5..ea9819b 100644
--- a/.env.example
+++ b/.env.example
@@ -10,6 +10,8 @@ POSTGRES_DB=postgres
 LISTINGS_SCHEMA=marts
 LISTINGS_TABLE=funda_listings
 ELO_SCHEMA=elo
+IMAGES_SCHEMA=raw_funda
+IMAGES_TABLE=listing_details
 
 # ELO algorithm settings
 ELO_K_FACTOR=32
diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
new file mode 100644
index 0000000..bf64021
--- /dev/null
+++ b/.github/workflows/ci.yaml
@@ -0,0 +1,60 @@
+name: CI
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main]
+
+jobs:
+  lint-python:
+    name: Lint Python
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: backend
+    steps:
+      - uses: actions/checkout@v4
+      - uses: astral-sh/setup-uv@v4
+        with:
+          version: "latest"
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+      - run: uv sync
+      - run: uv run ruff check .
+      - run: uv run ruff format --check .
+
+  lint-sql:
+    name: Lint SQL
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: backend
+    steps:
+      - uses: actions/checkout@v4
+      - uses: astral-sh/setup-uv@v4
+        with:
+          version: "latest"
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+      - run: uv sync
+      - run: uv run sqlfluff lint app/sql/
+
+  test:
+    name: Tests
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: backend
+    steps:
+      - uses: actions/checkout@v4
+      - uses: astral-sh/setup-uv@v4
+        with:
+          version: "latest"
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+      - run: uv sync
+      - run: uv run pytest -v
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..719b201
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,19 @@
+repos:
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.8.6
+    hooks:
+      - id: ruff
+        args: [--fix]
+        files: ^backend/
+      - id: ruff-format
+        files: ^backend/
+
+  - repo: https://github.com/sqlfluff/sqlfluff
+    rev: 3.3.0
+    hooks:
+      - id: sqlfluff-lint
+        files: ^backend/app/sql/
+        additional_dependencies: []
+      - id: sqlfluff-fix
+        files: ^backend/app/sql/
+        additional_dependencies: []
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..b7d76f9
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,55 @@
+.PHONY: help install lint lint-python lint-sql format test build up down logs clean
+
+help: ## Show this help message
+	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "  \033[36m%-15s\033[0m %s\n", $$1, $$2}'
+
+# ── Setup ────────────────────────────────────────────────────────────────────
+
+install: ## Install backend dependencies (including dev)
+	cd backend && uv sync
+
+# ── Linting ──────────────────────────────────────────────────────────────────
+
+lint: lint-python lint-sql ## Run all linters
+
+lint-python: ## Lint Python code with ruff
+	cd backend && uv run ruff check .
+	cd backend && uv run ruff format --check .
+
+lint-sql: ## Lint SQL files with sqlfluff
+	cd backend && uv run sqlfluff lint app/sql/
+
+format: ## Auto-format Python and SQL code
+	cd backend && uv run ruff format .
+	cd backend && uv run ruff check --fix .
+	cd backend && uv run sqlfluff fix app/sql/
+
+# ── Testing ──────────────────────────────────────────────────────────────────
+
+test: ## Run backend unit tests
+	cd backend && uv run pytest -v
+
+test-cov: ## Run tests with coverage report
+	cd backend && uv run pytest --cov=app --cov-report=term-missing
+
+# ── Docker ───────────────────────────────────────────────────────────────────
+
+build: ## Build Docker images
+	docker compose build
+
+up: ## Start all services
+	docker compose up -d
+
+down: ## Stop all services
+	docker compose down
+
+logs: ## Tail service logs
+	docker compose logs -f
+
+# ── Cleanup ──────────────────────────────────────────────────────────────────
+
+clean: ## Remove build artifacts and caches
+	find . -type d -name __pycache__ -exec rm -rf {} + 2>/dev/null || true
+	find . -type d -name .pytest_cache -exec rm -rf {} + 2>/dev/null || true
+	find . -type d -name .ruff_cache -exec rm -rf {} + 2>/dev/null || true
+	rm -rf backend/.mypy_cache frontend/dist
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..7478e69
--- /dev/null
+++ b/README.md
@@ -0,0 +1,192 @@
+# House ELO Ranking
+
+A pairwise comparison tool that lets you rank houses using the [ELO rating system](https://en.wikipedia.org/wiki/Elo_rating_system). Built to rank [Funda](https://www.funda.nl/) listings during a personal house search, but adaptable to any listing dataset stored in PostgreSQL.
+
+Two listings are shown side-by-side. You pick the one you prefer, and both receive updated ELO ratings. Over time this produces a reliable ranking of all listings based on your personal preferences.
+
+## Features
+
+- **Matchmaking** – weighted-random pairing that avoids recent duplicates and favours less-compared listings
+- **ELO ratings** – standard ELO formula with configurable K-factor
+- **Rankings** – sorted table of all sampled listings by ELO
+- **History** – browse every comparison you have made
+- **Statistics** – total comparisons, ELO distribution chart, aggregates
+- **Image carousel** – listing photos pulled from a JSON column in the database
+
+## Architecture
+
+```
+┌──────────┐        ┌──────────┐        ┌────────────┐
+│ Frontend │──nginx──│ Backend  │────────│ PostgreSQL │
+│ React/TS │  :80   │ FastAPI  │  :5432 │            │
+└──────────┘        └──────────┘        └────────────┘
+```
+
+| Layer    | Stack                                            |
+|----------|--------------------------------------------------|
+| Frontend | React 18, TypeScript, Vite, Tailwind CSS          |
+| Backend  | FastAPI, SQLAlchemy, Pydantic, Python 3.12, uv   |
+| Database | PostgreSQL (external, not managed by this project)|
+| Infra    | Docker Compose, nginx reverse proxy              |
+
+## Requirements
+
+- **Docker** and **Docker Compose**
+- An existing **PostgreSQL** database with the tables described below
+- **uv** (for local development outside Docker)
+
+### Database schema
+
+The application reads listings from a configurable schema/table and manages its own ELO tables. The required structures are:
+
+#### Listings table (read-only, provided by you)
+
+The table configured via `LISTINGS_SCHEMA` / `LISTINGS_TABLE` must contain at least these columns:
+
+| Column             | Type    | Description                |
+|--------------------|---------|----------------------------|
+| `global_id`        | text    | Unique listing identifier  |
+| `tiny_id`          | text    | Short identifier           |
+| `url`              | text    | Listing URL                |
+| `title`            | text    | Listing title              |
+| `city`             | text    | City name                  |
+| `postcode`         | text    | Postal code                |
+| `province`         | text    | Province                   |
+| `neighbourhood`    | text    | Neighbourhood name         |
+| `municipality`     | text    | Municipality               |
+| `latitude`         | numeric | Latitude                   |
+| `longitude`        | numeric | Longitude                  |
+| `object_type`      | text    | e.g. apartment, house      |
+| `house_type`       | text    | e.g. upstairs, detached    |
+| `offering_type`    | text    | e.g. buy, rent             |
+| `construction_type`| text    | e.g. existing, new         |
+| `construction_year`| text    | Year of construction       |
+| `energy_label`     | text    | Energy label (A, B, …)     |
+| `living_area`      | integer | Living area in m²          |
+| `plot_area`        | integer | Plot area in m²            |
+| `bedrooms`         | integer | Number of bedrooms         |
+| `rooms`            | integer | Total rooms                |
+| `has_garden`       | boolean | Garden present             |
+| `has_balcony`      | boolean | Balcony present            |
+| `has_solar_panels` | boolean | Solar panels present       |
+| `has_heat_pump`    | boolean | Heat pump present          |
+| `has_roof_terrace` | boolean | Roof terrace present       |
+| `is_energy_efficient` | boolean | Energy efficient        |
+| `is_monument`      | boolean | Monument status            |
+| `current_price`    | integer | Price in euros             |
+| `status`           | text    | e.g. available, sold       |
+| `price_per_sqm`    | numeric | Price per m²               |
+| `publication_date` | text    | Publication date           |
+
+#### Sample listings table
+
+The schema configured via `ELO_SCHEMA` must contain a `sample_listings` table with a `global_id` column. Only listings present in this table are shown during comparisons and ranking.
+
+#### Images table (optional)
+
+The table configured via `IMAGES_SCHEMA` / `IMAGES_TABLE` must contain:
+
+| Column     | Type  | Description                          |
+|------------|-------|--------------------------------------|
+| `global_id`| text  | Listing identifier                   |
+| `raw_json` | jsonb | Must contain a `photo_urls` key with a list of image URLs |
+
+#### ELO tables (auto-managed)
+
+The application creates and manages `ratings` and `comparisons` tables inside the `ELO_SCHEMA`. These are created automatically on first run via SQLAlchemy ORM.
+
+## Getting started
+
+### 1. Clone and configure
+
+```bash
+git clone https://github.com/<you>/house-elo-ranking.git
+cd house-elo-ranking
+cp .env.example .env
+# Edit .env with your database credentials and schema names
+```
+
+### 2. Run with Docker
+
+```bash
+make build
+make up
+```
+
+The frontend is available at `http://localhost:8888` (or whatever `FRONTEND_PORT` you set).
+
+### 3. Local development
+
+```bash
+make install          # install Python deps
+make test             # run unit tests
+make lint             # lint Python + SQL
+make format           # auto-format code
+```
+
+## Environment variables
+
+| Variable             | Default          | Description                              |
+|----------------------|------------------|------------------------------------------|
+| `POSTGRES_HOST`      | `localhost`      | PostgreSQL host                          |
+| `POSTGRES_PORT`      | `5432`           | PostgreSQL port                          |
+| `POSTGRES_USER`      | `postgres`       | Database user                            |
+| `POSTGRES_PASSWORD`  | `postgres`       | Database password                        |
+| `POSTGRES_DB`        | `postgres`       | Database name                            |
+| `DATABASE_URL`       | —                | Full connection string (overrides above) |
+| `LISTINGS_SCHEMA`    | `marts`          | Schema containing the listings table     |
+| `LISTINGS_TABLE`     | `funda_listings` | Table name for listings                  |
+| `ELO_SCHEMA`         | `elo`            | Schema for ELO rating tables             |
+| `IMAGES_SCHEMA`      | `raw_funda`      | Schema for the images table              |
+| `IMAGES_TABLE`       | `listing_details`| Table containing `raw_json` with photos  |
+| `ELO_K_FACTOR`       | `32`             | ELO K-factor (higher = bigger swings)    |
+| `ELO_DEFAULT_RATING` | `1500`           | Starting ELO for unrated listings        |
+| `FRONTEND_PORT`      | `8888`           | Port the frontend is served on           |
+
+## Makefile commands
+
+```
+make help       Show all available commands
+make install    Install backend dependencies
+make lint       Run all linters (ruff + sqlfluff)
+make format     Auto-format Python and SQL
+make test       Run unit tests
+make build      Build Docker images
+make up         Start services
+make down       Stop services
+make logs       Tail service logs
+make clean      Remove caches and build artifacts
+```
+
+## Project structure
+
+```
+├── .env.example                 # Environment variable template
+├── .github/workflows/ci.yaml   # CI pipeline (lint + test)
+├── .pre-commit-config.yaml      # Pre-commit hooks
+├── Makefile                     # Developer commands
+├── docker-compose.yaml          # Container orchestration
+├── backend/
+│   ├── Dockerfile
+│   ├── pyproject.toml           # Python deps and tool config
+│   ├── .sqlfluff                # SQL linter config
+│   ├── app/
+│   │   ├── config.py            # Settings and SQL loader
+│   │   ├── database.py          # DB engine and session
+│   │   ├── elo.py               # ELO calculation
+│   │   ├── main.py              # FastAPI application
+│   │   ├── models.py            # SQLAlchemy ORM models
+│   │   ├── queries.py           # Shared query helpers
+│   │   ├── schemas.py           # Pydantic request/response models
+│   │   ├── routers/             # API route handlers
+│   │   └── sql/                 # SQL query templates
+│   └── tests/                   # Unit tests
+└── frontend/
+    ├── Dockerfile
+    ├── nginx.conf               # Reverse proxy config
+    └── src/                     # React application
+```
+
+## License
+
+MIT
diff --git a/backend/.sqlfluff b/backend/.sqlfluff
new file mode 100644
index 0000000..9aed055
--- /dev/null
+++ b/backend/.sqlfluff
@@ -0,0 +1,32 @@
+[sqlfluff]
+dialect = postgres
+templater = jinja
+max_line_length = 120
+# LT01 triggers on :param bind-variable syntax used by SQLAlchemy
+exclude_rules = LT01
+
+[sqlfluff:templater:jinja:context]
+listings_schema = public
+listings_table = listings
+elo_schema = elo
+images_schema = raw
+images_table = details
+default_elo = 1500
+gid = abc
+limit = 50
+status = available
+
+[sqlfluff:rules:capitalisation.keywords]
+capitalisation_policy = lower
+
+[sqlfluff:rules:capitalisation.identifiers]
+capitalisation_policy = lower
+
+[sqlfluff:rules:capitalisation.functions]
+capitalisation_policy = lower
+
+[sqlfluff:rules:capitalisation.literals]
+capitalisation_policy = lower
+
+[sqlfluff:rules:capitalisation.types]
+capitalisation_policy = lower
diff --git a/backend/app/config.py b/backend/app/config.py
index d8707e4..5a4ccf4 100644
--- a/backend/app/config.py
+++ b/backend/app/config.py
@@ -45,10 +45,13 @@ settings = Settings()
 def load_sql(name: str) -> str:
     """Load a SQL template from the sql/ directory and inject schema/table names."""
     raw = (SQL_DIR / name).read_text()
-    return raw.format(
-        listings_schema=settings.LISTINGS_SCHEMA,
-        listings_table=settings.LISTINGS_TABLE,
-        elo_schema=settings.ELO_SCHEMA,
-        images_schema=settings.IMAGES_SCHEMA,
-        images_table=settings.IMAGES_TABLE,
-    )
+    replacements = {
+        "listings_schema": settings.LISTINGS_SCHEMA,
+        "listings_table": settings.LISTINGS_TABLE,
+        "elo_schema": settings.ELO_SCHEMA,
+        "images_schema": settings.IMAGES_SCHEMA,
+        "images_table": settings.IMAGES_TABLE,
+    }
+    for key, value in replacements.items():
+        raw = raw.replace("{{ " + key + " }}", value)
+    return raw
diff --git a/backend/app/main.py b/backend/app/main.py
index 1bc1e34..7471ddf 100644
--- a/backend/app/main.py
+++ b/backend/app/main.py
@@ -27,4 +27,4 @@ app.include_router(rankings.router, prefix="/api", tags=["rankings"])
 
 @app.get("/api/health")
 def health():
-    return {"status": "ok"}
\ No newline at end of file
+    return {"status": "ok"}
diff --git a/backend/app/models.py b/backend/app/models.py
index 9f58654..c2c67b2 100644
--- a/backend/app/models.py
+++ b/backend/app/models.py
@@ -19,9 +19,7 @@ class EloRating(Base):
     wins = Column(Integer, nullable=False, default=0)
     losses = Column(Integer, nullable=False, default=0)
     created_at = Column(DateTime(timezone=True), server_default=func.now())
-    updated_at = Column(
-        DateTime(timezone=True), server_default=func.now(), onupdate=func.now()
-    )
+    updated_at = Column(DateTime(timezone=True), server_default=func.now(), onupdate=func.now())
 
 
 class Comparison(Base):
@@ -39,6 +37,3 @@ class Comparison(Base):
     elo_a_after = Column(Float, nullable=False)
     elo_b_after = Column(Float, nullable=False)
     created_at = Column(DateTime(timezone=True), server_default=func.now())
-
-
-
diff --git a/backend/app/queries.py b/backend/app/queries.py
index cac79f4..bf3f679 100644
--- a/backend/app/queries.py
+++ b/backend/app/queries.py
@@ -1,6 +1,6 @@
 """Shared query helpers for listing data."""
 
-from app.config import load_sql, settings
+from app.config import load_sql
 from app.schemas import ListingResponse
 
 LISTING_SELECT = load_sql("listing_select.sql")
diff --git a/backend/app/routers/comparisons.py b/backend/app/routers/comparisons.py
index 034782a..1854b4a 100644
--- a/backend/app/routers/comparisons.py
+++ b/backend/app/routers/comparisons.py
@@ -21,10 +21,7 @@ from app.schemas import (
 
 router = APIRouter()
 
-SAMPLE_JOIN = (
-    f" inner join {settings.ELO_SCHEMA}.sample_listings as s"
-    f" on l.global_id = s.global_id"
-)
+SAMPLE_JOIN = f" inner join {settings.ELO_SCHEMA}.sample_listings as s on l.global_id = s.global_id"
 
 
 @router.get("/matchup", response_model=MatchupResponse)
@@ -48,15 +45,13 @@ def get_matchup(
         )
 
     recent = db.execute(text(load_sql("recent_pairs.sql")))
-    recent_pairs = {
-        frozenset([r.listing_a_id, r.listing_b_id]) for r in recent
-    }
+    recent_pairs = {frozenset([r.listing_a_id, r.listing_b_id]) for r in recent}
 
-    weights = [1.0 / (l.comparison_count + 1) ** 1.5 for l in listings]
+    weights = [1.0 / (x.comparison_count + 1) ** 1.5 for x in listings]
     first = random.choices(listings, weights=weights, k=1)[0]
 
-    remaining = [l for l in listings if l.global_id != first.global_id]
-    remaining_weights = [1.0 / (l.comparison_count + 1) ** 1.5 for l in remaining]
+    remaining = [x for x in listings if x.global_id != first.global_id]
+    remaining_weights = [1.0 / (x.comparison_count + 1) ** 1.5 for x in remaining]
 
     second = remaining[0]
     for _ in range(20):
@@ -159,8 +154,7 @@ def get_stats(db: Session = Depends(get_db)):
 
     dist_rows = db.execute(text(load_sql("elo_distribution.sql")))
     elo_distribution = [
-        {"bucket": f"{int(r.bucket)}-{int(r.bucket) + 49}", "count": r.count}
-        for r in dist_rows
+        {"bucket": f"{int(r.bucket)}-{int(r.bucket) + 49}", "count": r.count} for r in dist_rows
     ]
 
     recent_rows = db.execute(text(load_sql("history.sql")), {"limit": 10})
diff --git a/backend/app/routers/rankings.py b/backend/app/routers/rankings.py
index ff50342..46c0af0 100644
--- a/backend/app/routers/rankings.py
+++ b/backend/app/routers/rankings.py
@@ -11,10 +11,7 @@ from app.schemas import RankingResponse
 
 router = APIRouter()
 
-SAMPLE_JOIN = (
-    f" inner join {settings.ELO_SCHEMA}.sample_listings as s"
-    f" on l.global_id = s.global_id"
-)
+SAMPLE_JOIN = f" inner join {settings.ELO_SCHEMA}.sample_listings as s on l.global_id = s.global_id"
 
 
 @router.get("/rankings", response_model=list[RankingResponse])
@@ -37,6 +34,5 @@ def get_rankings(
     listings = [row_to_listing(row) for row in result]
 
     return [
-        RankingResponse(rank=offset + i + 1, listing=listing)
-        for i, listing in enumerate(listings)
+        RankingResponse(rank=offset + i + 1, listing=listing) for i, listing in enumerate(listings)
     ]
diff --git a/backend/app/sql/count_comparisons.sql b/backend/app/sql/count_comparisons.sql
index e703347..f5c09ea 100644
--- a/backend/app/sql/count_comparisons.sql
+++ b/backend/app/sql/count_comparisons.sql
@@ -1 +1 @@
-select count(*) from {elo_schema}.comparisons
+select count(*) from {{ elo_schema }}.comparisons
diff --git a/backend/app/sql/count_listings.sql b/backend/app/sql/count_listings.sql
index 29675e2..d92567e 100644
--- a/backend/app/sql/count_listings.sql
+++ b/backend/app/sql/count_listings.sql
@@ -1 +1 @@
-select count(*) from {listings_schema}.{listings_table}
+select count(*) from {{ listings_schema }}.{{ listings_table }}
diff --git a/backend/app/sql/count_rated.sql b/backend/app/sql/count_rated.sql
index 50d4498..70f641c 100644
--- a/backend/app/sql/count_rated.sql
+++ b/backend/app/sql/count_rated.sql
@@ -1 +1 @@
-select count(*) from {elo_schema}.ratings
+select count(*) from {{ elo_schema }}.ratings
diff --git a/backend/app/sql/elo_aggregates.sql b/backend/app/sql/elo_aggregates.sql
index cdb6f13..60f002e 100644
--- a/backend/app/sql/elo_aggregates.sql
+++ b/backend/app/sql/elo_aggregates.sql
@@ -1,5 +1,5 @@
 select
-    avg(elo_rating),
-    max(elo_rating),
-    min(elo_rating)
-from {elo_schema}.ratings
+    avg(elo_rating) as avg_elo,
+    max(elo_rating) as max_elo,
+    min(elo_rating) as min_elo
+from {{ elo_schema }}.ratings
diff --git a/backend/app/sql/elo_distribution.sql b/backend/app/sql/elo_distribution.sql
index fd0398c..b0b602a 100644
--- a/backend/app/sql/elo_distribution.sql
+++ b/backend/app/sql/elo_distribution.sql
@@ -1,6 +1,6 @@
 select
     floor(elo_rating / 50) * 50 as bucket,
     count(*) as count
-from {elo_schema}.ratings
+from {{ elo_schema }}.ratings
 group by bucket
 order by bucket
diff --git a/backend/app/sql/history.sql b/backend/app/sql/history.sql
index 15b0f89..de51861 100644
--- a/backend/app/sql/history.sql
+++ b/backend/app/sql/history.sql
@@ -3,12 +3,12 @@ select
     a.title as listing_a_title,
     b.title as listing_b_title,
     w.title as winner_title
-from {elo_schema}.comparisons as c
-left join {listings_schema}.{listings_table} as a
+from {{ elo_schema }}.comparisons as c
+left join {{ listings_schema }}.{{ listings_table }} as a
     on c.listing_a_id = a.global_id
-left join {listings_schema}.{listings_table} as b
+left join {{ listings_schema }}.{{ listings_table }} as b
     on c.listing_b_id = b.global_id
-left join {listings_schema}.{listings_table} as w
+left join {{ listings_schema }}.{{ listings_table }} as w
     on c.winner_id = w.global_id
 order by c.created_at desc
 limit :limit
diff --git a/backend/app/sql/listing_images.sql b/backend/app/sql/listing_images.sql
index c05a4a5..806d5ab 100644
--- a/backend/app/sql/listing_images.sql
+++ b/backend/app/sql/listing_images.sql
@@ -1,4 +1,3 @@
-select
-    raw_json -> 'photo_urls' as photo_urls
-from {images_schema}.{images_table}
+select raw_json -> 'photo_urls' as photo_urls
+from {{ images_schema }}.{{ images_table }}
 where global_id = :gid
diff --git a/backend/app/sql/listing_select.sql b/backend/app/sql/listing_select.sql
index 33a2c45..716b965 100644
--- a/backend/app/sql/listing_select.sql
+++ b/backend/app/sql/listing_select.sql
@@ -35,6 +35,6 @@ select
     coalesce(r.comparison_count, 0) as comparison_count,
     coalesce(r.wins, 0) as wins,
     coalesce(r.losses, 0) as losses
-from {listings_schema}.{listings_table} as l
-left join {elo_schema}.ratings as r
+from {{ listings_schema }}.{{ listings_table }} as l
+left join {{ elo_schema }}.ratings as r
     on l.global_id = r.global_id
diff --git a/backend/app/sql/recent_pairs.sql b/backend/app/sql/recent_pairs.sql
index f58f11e..afac41e 100644
--- a/backend/app/sql/recent_pairs.sql
+++ b/backend/app/sql/recent_pairs.sql
@@ -1,6 +1,6 @@
 select
     listing_a_id,
     listing_b_id
-from {elo_schema}.comparisons
+from {{ elo_schema }}.comparisons
 order by created_at desc
 limit 20
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 7a441c9..99c3cb0 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -10,3 +10,34 @@ dependencies = [
     "psycopg2-binary==2.9.9",
     "pydantic==2.9.2",
 ]
+
+[dependency-groups]
+dev = [
+    "pytest>=8.0",
+    "httpx>=0.27",
+    "ruff>=0.8",
+    "sqlfluff>=3.0",
+]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+pythonpath = ["."]
+
+[tool.ruff]
+target-version = "py312"
+line-length = 100
+
+[tool.ruff.lint]
+select = [
+    "E",   # pycodestyle errors
+    "W",   # pycodestyle warnings
+    "F",   # pyflakes
+    "I",   # isort
+    "B",   # flake8-bugbear
+    "UP",  # pyupgrade
+]
+ignore = [
+    "B008",  # Depends() in function defaults is idiomatic FastAPI
+]
+
+
diff --git a/backend/tests/__init__.py b/backend/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/tests/conftest.py b/backend/tests/conftest.py
new file mode 100644
index 0000000..9bbb9ae
--- /dev/null
+++ b/backend/tests/conftest.py
@@ -0,0 +1,30 @@
+"""Shared test fixtures."""
+
+from unittest.mock import MagicMock
+
+import pytest
+from fastapi.testclient import TestClient
+from sqlalchemy.orm import Session
+
+from app.database import get_db
+from app.main import app
+
+
+@pytest.fixture()
+def db_session():
+    """Provide a mocked database session."""
+    session = MagicMock(spec=Session)
+    return session
+
+
+@pytest.fixture()
+def client(db_session):
+    """Provide a FastAPI test client with mocked DB."""
+
+    def _override_get_db():
+        yield db_session
+
+    app.dependency_overrides[get_db] = _override_get_db
+    with TestClient(app) as c:
+        yield c
+    app.dependency_overrides.clear()
diff --git a/backend/tests/test_api.py b/backend/tests/test_api.py
new file mode 100644
index 0000000..fbbc66a
--- /dev/null
+++ b/backend/tests/test_api.py
@@ -0,0 +1,184 @@
+"""Tests for API endpoints."""
+
+from datetime import datetime
+from unittest.mock import MagicMock
+
+from app.models import EloRating
+
+
+def _fake_listing(**overrides) -> dict:
+    """Return a mock DB row that looks like a joined listing+rating row."""
+    defaults = dict(
+        global_id="abc-123",
+        tiny_id="123",
+        url="https://example.com/listing",
+        title="Nice House",
+        city="Amsterdam",
+        postcode="1012AB",
+        province="Noord-Holland",
+        neighbourhood="Centrum",
+        municipality="Amsterdam",
+        latitude=52.37,
+        longitude=4.89,
+        object_type="apartment",
+        house_type="upstairs",
+        offering_type="buy",
+        construction_type="existing",
+        construction_year="2000",
+        energy_label="A",
+        living_area=80,
+        plot_area=0,
+        bedrooms=2,
+        rooms=4,
+        has_garden=False,
+        has_balcony=True,
+        has_solar_panels=False,
+        has_heat_pump=False,
+        has_roof_terrace=False,
+        is_energy_efficient=True,
+        is_monument=False,
+        current_price=350000,
+        status="available",
+        price_per_sqm=4375.0,
+        publication_date="2024-01-15",
+        elo_rating=1500.0,
+        comparison_count=0,
+        wins=0,
+        losses=0,
+    )
+    defaults.update(overrides)
+    row = MagicMock()
+    for k, v in defaults.items():
+        setattr(row, k, v)
+    return row
+
+
+class TestHealthEndpoint:
+    def test_health(self, client):
+        resp = client.get("/api/health")
+        assert resp.status_code == 200
+        assert resp.json() == {"status": "ok"}
+
+
+class TestListingsEndpoints:
+    def test_get_listings(self, client, db_session):
+        row = _fake_listing()
+        db_session.execute.return_value = [row]
+        resp = client.get("/api/listings")
+        assert resp.status_code == 200
+        data = resp.json()
+        assert isinstance(data, list)
+        assert len(data) == 1
+        assert data[0]["global_id"] == "abc-123"
+
+    def test_get_listing_not_found(self, client, db_session):
+        result_mock = MagicMock()
+        result_mock.first.return_value = None
+        db_session.execute.return_value = result_mock
+        resp = client.get("/api/listings/nonexistent")
+        assert resp.status_code == 404
+
+    def test_get_listing_found(self, client, db_session):
+        row = _fake_listing(global_id="xyz-789")
+        result_mock = MagicMock()
+        result_mock.first.return_value = row
+        db_session.execute.return_value = result_mock
+        resp = client.get("/api/listings/xyz-789")
+        assert resp.status_code == 200
+        assert resp.json()["global_id"] == "xyz-789"
+
+
+class TestRankingsEndpoints:
+    def test_get_rankings(self, client, db_session):
+        rows = [
+            _fake_listing(global_id="a", elo_rating=1600.0),
+            _fake_listing(global_id="b", elo_rating=1400.0),
+        ]
+        db_session.execute.return_value = rows
+        resp = client.get("/api/rankings")
+        assert resp.status_code == 200
+        data = resp.json()
+        assert len(data) == 2
+        assert data[0]["rank"] == 1
+        assert data[1]["rank"] == 2
+
+
+class TestImagesEndpoint:
+    def test_images_found(self, client, db_session):
+        row = MagicMock()
+        row.photo_urls = ["https://img.example.com/1.jpg", "https://img.example.com/2.jpg"]
+        result_mock = MagicMock()
+        result_mock.first.return_value = row
+        db_session.execute.return_value = result_mock
+        resp = client.get("/api/listings/abc-123/images")
+        assert resp.status_code == 200
+        assert len(resp.json()["images"]) == 2
+
+    def test_images_not_found(self, client, db_session):
+        result_mock = MagicMock()
+        result_mock.first.return_value = None
+        db_session.execute.return_value = result_mock
+        resp = client.get("/api/listings/abc-123/images")
+        assert resp.status_code == 200
+        assert resp.json() == {"images": []}
+
+
+class TestCompareEndpoints:
+    def test_compare_same_ids_rejected(self, client):
+        resp = client.post(
+            "/api/compare",
+            json={"winner_id": "abc", "loser_id": "abc"},
+        )
+        assert resp.status_code == 400
+
+    def test_compare_success(self, client, db_session):
+        winner = EloRating(global_id="w1", elo_rating=1500.0, comparison_count=0, wins=0, losses=0)
+        loser = EloRating(global_id="l1", elo_rating=1500.0, comparison_count=0, wins=0, losses=0)
+
+        def fake_filter_by(global_id):
+            mock_result = MagicMock()
+            if global_id == "w1":
+                mock_result.first.return_value = winner
+            elif global_id == "l1":
+                mock_result.first.return_value = loser
+            else:
+                mock_result.first.return_value = None
+            return mock_result
+
+        db_session.query.return_value.filter_by = fake_filter_by
+
+        resp = client.post(
+            "/api/compare",
+            json={"winner_id": "w1", "loser_id": "l1"},
+        )
+        assert resp.status_code == 200
+        data = resp.json()
+        assert data["winner_id"] == "w1"
+        assert data["loser_id"] == "l1"
+        assert data["elo_change"] > 0
+
+    def test_matchup_insufficient_listings(self, client, db_session):
+        db_session.execute.return_value = [_fake_listing()]  # only 1
+        resp = client.get("/api/matchup")
+        assert resp.status_code == 400
+
+    def test_history(self, client, db_session):
+        row = MagicMock()
+        row.id = 1
+        row.listing_a_title = "House A"
+        row.listing_b_title = "House B"
+        row.winner_title = "House A"
+        row.listing_a_id = "a"
+        row.listing_b_id = "b"
+        row.winner_id = "a"
+        row.elo_a_before = 1500.0
+        row.elo_b_before = 1500.0
+        row.elo_a_after = 1516.0
+        row.elo_b_after = 1484.0
+        row.created_at = datetime(2024, 1, 1, 12, 0, 0)
+        db_session.execute.return_value = [row]
+        resp = client.get("/api/history")
+        assert resp.status_code == 200
+        data = resp.json()
+        assert len(data) == 1
+        assert data[0]["winner_id"] == "a"
diff --git a/backend/tests/test_config.py b/backend/tests/test_config.py
new file mode 100644
index 0000000..182c9be
--- /dev/null
+++ b/backend/tests/test_config.py
@@ -0,0 +1,53 @@
+"""Tests for configuration and SQL loading."""
+
+from app.config import SQL_DIR, Settings, load_sql
+
+
+class TestSettings:
+    """Tests for the Settings class."""
+
+    def test_default_values(self):
+        s = Settings()
+        assert s.POSTGRES_HOST in ("localhost", s.POSTGRES_HOST)
+        assert s.POSTGRES_PORT == int(s.POSTGRES_PORT)
+        assert s.K_FACTOR > 0
+        assert s.DEFAULT_ELO > 0
+
+    def test_database_url_format(self):
+        s = Settings()
+        url = s.database_url
+        assert url.startswith("postgresql+psycopg2://")
+        assert str(s.POSTGRES_HOST) in url
+
+
+class TestLoadSql:
+    """Tests for the SQL file loader."""
+
+    def test_sql_dir_exists(self):
+        assert SQL_DIR.is_dir()
+
+    def test_all_sql_files_exist(self):
+        expected = [
+            "listing_select.sql",
+            "recent_pairs.sql",
+            "history.sql",
+            "count_comparisons.sql",
+            "count_rated.sql",
+            "count_listings.sql",
+            "elo_aggregates.sql",
+            "elo_distribution.sql",
+            "listing_images.sql",
+        ]
+        for name in expected:
+            assert (SQL_DIR / name).is_file(), f"Missing SQL file: {name}"
+
+    def test_load_sql_substitutes_schemas(self):
+        sql = load_sql("listing_select.sql")
+        # Should not contain any unresolved placeholders
+        assert "{" not in sql
+        assert "}" not in sql
+
+    def test_load_sql_returns_string(self):
+        sql = load_sql("count_comparisons.sql")
+        assert isinstance(sql, str)
+        assert "count" in sql.lower()
diff --git a/backend/tests/test_elo.py b/backend/tests/test_elo.py
new file mode 100644
index 0000000..ebfb760
--- /dev/null
+++ b/backend/tests/test_elo.py
@@ -0,0 +1,46 @@
+"""Tests for the ELO calculation module."""
+
+import pytest
+
+from app.elo import calculate_elo
+
+
+class TestCalculateElo:
+    """Tests for calculate_elo."""
+
+    def test_equal_ratings(self):
+        """Equal ratings should produce symmetric changes."""
+        new_w, new_l = calculate_elo(1500.0, 1500.0, k_factor=32.0)
+        assert new_w > 1500.0
+        assert new_l < 1500.0
+        assert new_w - 1500.0 == pytest.approx(1500.0 - new_l, abs=0.01)
+
+    def test_higher_rated_wins(self):
+        """Higher-rated winner should get a small gain."""
+        new_w, new_l = calculate_elo(1800.0, 1200.0, k_factor=32.0)
+        change = new_w - 1800.0
+        assert 0 < change < 16.0  # expected win → small gain
+
+    def test_lower_rated_wins(self):
+        """Lower-rated winner (upset) should get a large gain."""
+        new_w, new_l = calculate_elo(1200.0, 1800.0, k_factor=32.0)
+        change = new_w - 1200.0
+        assert change > 16.0  # upset → large gain
+
+    def test_k_factor_scales_change(self):
+        """Higher K-factor should produce larger rating changes."""
+        _, _ = calculate_elo(1500.0, 1500.0, k_factor=16.0)
+        new_w_16, _ = calculate_elo(1500.0, 1500.0, k_factor=16.0)
+        new_w_64, _ = calculate_elo(1500.0, 1500.0, k_factor=64.0)
+        assert (new_w_64 - 1500.0) > (new_w_16 - 1500.0)
+
+    def test_total_elo_preserved(self):
+        """Total ELO should be preserved (zero-sum)."""
+        new_w, new_l = calculate_elo(1600.0, 1400.0, k_factor=32.0)
+        assert new_w + new_l == pytest.approx(1600.0 + 1400.0, abs=0.01)
+
+    def test_result_is_rounded(self):
+        """Results should be rounded to 2 decimal places."""
+        new_w, new_l = calculate_elo(1500.0, 1500.0, k_factor=32.0)
+        assert new_w == round(new_w, 2)
+        assert new_l == round(new_l, 2)
diff --git a/backend/uv.lock b/backend/uv.lock
index 1ece5d6..9644f54 100644
--- a/backend/uv.lock
+++ b/backend/uv.lock
@@ -28,6 +28,39 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
 ]
 
+[[package]]
+name = "certifi"
+version = "2026.2.25"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/af/2d/7bf41579a8986e348fa033a31cdd0e4121114f6bce2457e8876010b092dd/certifi-2026.2.25.tar.gz", hash = "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7", size = 155029, upload-time = "2026-02-25T02:54:17.342Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" },
+]
+
+[[package]]
+name = "chardet"
+version = "7.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/6c/80/4684035f1a2a3096506bc377276a815ccf0be3c3316eab35d589e82d9f3c/chardet-7.0.1.tar.gz", hash = "sha256:6fce895c12c5495bb598e59ae3cd89306969b4464ec7b6dd609b9c86e3397fe3", size = 490240, upload-time = "2026-03-04T21:25:26.97Z" }
+wheels = [
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