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⚡ AI Lessons

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Test Automation Roadmap for Junior QA Engineers
Step-by-step automation roadmap for junior QA: pick tools, write first scripts, and integrate tests into CI.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Choosing REST, gRPC, or GraphQL for Your Product
Compare REST, gRPC, and GraphQL on performance, developer experience, compatibility, and operational trade-offs to pick the right protocol.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Integrating SPC and FMEA with Suppliers to Reduce Defects (PPM)
Combine FMEA risk assessment with SPC process control at supplier sites to detect variation early, lower PPM, and prevent escapes into production.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Mastering SCAR and 8D: From Nonconformance to Prevention
Issue and manage SCARs using 8D problem-solving: containment, root cause, corrective actions, verification and preventive measures to stop supplier es

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Optimizing Git Performance for Large Repositories
Practical tactics to reduce git clone and fetch times: packfile tuning, shallow and partial clones, incremental fetches, and hosting-side optimization

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Serverless Security and IAM Audit Checklist
A practical checklist for auditing serverless IAM policies, runtime protections, and input validation to enforce least-privilege and reduce attack sur

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Caching Strategies to Cut Recompute and Query Costs
Design effective caching with Redis, result caches, TTLs and invalidation to reduce compute and latency while keeping data fresh and consistent.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Value Stream Mapping for QA: Identify Waste and Improve Flow
Use value stream mapping to uncover waste, streamline QA workflows, and cut test cycle time with a step-by-step mapping and improvement approach.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Performance Testing in CI/CD: Gatekeeping Speed
Add performance tests to your CI/CD: test types, thresholds, automation patterns, and how to fail builds for performance regressions.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Writing High-Quality Test Cases: Templates and Best Practices
Learn proven templates and best practices to write clear, reusable test cases that improve coverage, reproducibility, and developer collaboration.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Designing High-Performance Blockchain Indexers
Architect scalable blockchain indexers: data modeling, storage choices (Postgres/ClickHouse), event ingestion, and batching for low-latency APIs.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Crafting Trustworthy Custom Linter Rules
A practical guide to designing, testing, documenting, and rolling out low-noise custom linter rules that enforce company best practices.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Exploratory Testing in Sprints: Practical Techniques
Practical exploratory testing approaches for tight sprints: session-based testing, charters, heuristics, pairing, and integrating findings into backlo

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
4mo ago
State-Based Testing for Feature Flags
Step-by-step guide to test feature flags in on/off states to ensure safe toggles, zero side effects, and reliable rollbacks.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
4mo ago
Building a QA-Approved Validation Test Plan for System Changes
Step-by-step guide to creating a QA-approved validation test plan: objectives, protocol design, acceptance criteria, and required objective evidence f

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
4mo ago
Integration Testing Checklist for Salesforce Integrations
Checklist and approach for testing Salesforce integrations: API connectivity, data mapping, error handling, performance, and end-to-end verification.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
4mo ago
Facilitating 8D and CAPA with Suppliers: SQE Playbook
Practical SQE playbook for driving supplier 8D and CAPA: root cause tools, containment, verification, and preventing recurrence.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
5mo ago
Fail-Safe Firmware Update (DFU) Strategies and Testing
Implement robust, fail-safe DFU: A/B updates, atomic swaps, cryptographic verification, rollback and recovery testing to prevent bricked devices.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
5mo ago
Selecting Test Automation Tools for Salesforce
Compare Provar, Selenium, Copado, and native Apex approaches. Learn evaluation criteria, costs, and automation strategy for Salesforce QA.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
5mo ago
Release Readiness Playbook: Checklist & Dashboard
A practical playbook to verify release readiness with a quality gate dashboard, test coverage, security scans, and go/no-go criteria.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
5mo ago
Backup and Disaster Recovery Strategies for PostgreSQL
Practical PostgreSQL backup and DR guide: base backups, WAL archiving, PITR, snapshots, tools, and restore testing for reliable recovery.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
5mo ago
API Test Data Strategy and Management
Practical strategies for creating, isolating, and maintaining repeatable API test data: seeding, cleanup, mocks, and environment management.

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
5mo ago
Automating QA Data Collection from Jira, TestRail and CI
How to automate QA data pipelines from Jira, TestRail and CI: integration patterns, schema mapping, ensuring data integrity, and enabling real-time re

Dev.to · beefed.ai
🔧 Backend Engineering
⚡ AI Lesson
5mo ago
Incremental-Forever Backup Architecture for PostgreSQL
Design an incremental-forever backup system for PostgreSQL that minimizes RPO, reduces storage, and enables reliable point-in-time recovery.
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