Testing
TensorFlow Model Analysis (TFMA) provides slice-based model evaluation — testing not just overall accuracy but performance across demographic and feature subgroups. This guide covers TFMA setup, fairness testing, model blessing, and integration into TFX pipelines. What Is TensorFlow Model Analysis? TFMA is part of the TensorFlow Extended (TFX) ecosystem, designed to
Testing
CTest is CMake's built-in test runner. It discovers and executes tests defined in your CMakeLists.txt, reports results uniformly regardless of the underlying test framework (gtest, Catch2, Boost.Test, or a plain executable), and integrates with CI via standard exit codes and XML reports. What CTest Is (and
Testing
Testing Azure Functions has three layers: unit tests for business logic (no Azure SDK needed), local integration tests with Azure Functions Core Tools (func) and Azurite for storage emulation, and CI/CD pipeline tests. The key is to extract your business logic from the function trigger, test it in pure
Testing
PyTorch models fail silently — a wrong tensor shape produces garbage outputs without errors. pytest-based unit tests catch shape mismatches, gradient issues, and training bugs early. This guide covers practical patterns for testing PyTorch models at every level. Why PyTorch Models Need Unit Tests Deep learning bugs are subtle: * Shape mismatches
Testing
Catch2 is the modern C++ testing framework that prioritizes natural expression over boilerplate. Its SECTION model eliminates test fixture overhead, expression decomposition shows you actual values on failure without custom assertion messages, and BDD-style macros make test intent self-documenting. Catch2 vs Google Test: When to Choose Which Both are excellent.
Testing
LocalStack runs a local mock of AWS services in Docker. Instead of mocking the AWS SDK in your tests, point the SDK at LocalStack's endpoint and test against a real (local) S3, DynamoDB, SQS, or Lambda. This catches integration bugs that SDK mocks miss: serialization issues, IAM permission
Database Testing
SQLite's in-memory mode — :memory: — creates a complete, full-featured SQL database that lives entirely in RAM and disappears when the connection closes. It's been the secret weapon for fast unit tests in every major web framework for over a decade. This guide covers how to set it
Database Testing
Redis powers some of the fastest parts of modern applications — caches, session stores, queues, leaderboards. But testing Redis-backed code is often skipped or done poorly, leading to bugs that only show up in production. This guide covers unit testing with fakes, integration testing with real Redis, and patterns that actually
Database Testing
PostgreSQL is the world's most popular open-source relational database — and testing PostgreSQL-backed applications is one of the most important skills a backend engineer can have. This guide covers the full spectrum: fast in-memory tests with pg-mem, realistic integration tests with Testcontainers, and patterns that scale to production complexity.
Database Testing
MongoDB's document model is flexible and developer-friendly — but that flexibility makes testing tricky. Schema validation is optional, embedded documents nest arbitrarily deep, and aggregation pipelines can be complex. This guide covers every layer of MongoDB testing, from fast in-memory fakes to real container-based integration tests. Testing Approaches for
Database Testing
DynamoDB is fast and serverless in production — but testing against live AWS DynamoDB is expensive, slow, and requires real AWS credentials. DynamoDB Local, LocalStack, and AWS SDK mocking solve this, letting you run fast, reliable tests without touching AWS. This guide covers all three approaches across Python and Node.js.
Database Testing
Database migrations are the most dangerous deployments you'll make. A bad migration can corrupt data, lock tables, or bring down production — and rollbacks are often impossible once users interact with the new schema. This guide covers how to test migrations thoroughly across the four most popular migration tools.