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The Practical Developer

The Libuv Thread Pool Trap: Why Node.js Async APIs Stall Under Load Postgres Covering Indexes with INCLUDE: Eliminate Heap Fetches on Read-Heavy Workloads Postgres DISTINCT ON: The Fastest Way to Get the Latest Row Per Group Postgres Transaction Isolation: The Anomalies Your App Actually Faces in Production Linux TCP Tuning for Node.js Microservices: The Kernel Settings That Stop Silent Connection Drops Under Load Postgres HOT Updates and Fillfactor: Why Not All Writes Are Created Equal Database Connection Pool Leaks: Finding the Promise That Never Returns Its Seat Linux OOM Killer in Production: Why Your Node.js Containers Die Without a Stack Trace Postgres Materialized Views: Refresh Strategies That Do Not Lock Your Dashboards API Dependency Health Checks: Why /health Is Not Enough Authorization with Zanzibar Tuples: How Google Manages Permissions and How To Build the Same Check in Node.js Postgres Advisory Locks: The 20-Character Primitive That Replaces Redis for Coordination Dead Letter Queues: The Message Queue Pattern That Saves You at 2 a.m. File Descriptor Exhaustion: The Kernel Limit That Silently Drops Node.js Connections Graceful Degradation: The Pattern That Turns Total Outages into Partial Success PostgreSQL Full-Text Search: Dropping Elasticsearch for 90% of Use Cases S3 Presigned Multipart Uploads: Stop Your API Server from Being a File Upload Bottleneck MessagePack vs JSON: The Binary Serialization Switch That Cut Our Internal RPC Overhead by 40% DNS Caching in Node.js: The Silent Cause of Production Latency Spikes Reliable Cron Jobs: The Pattern That Stops Double Runs, Missed Executions, And The 2 AM Page GraphQL Query Complexity: Stop the OOM Query Before It Reaches Your Resolver Node.js Event Loop Lag: The Hidden Metric Behind Random Latency Spikes API Request Validation with Zod: The Schema That Catches Bad Input Before It Corrupts Your Database Load Shedding in Node.js: How to Reject Traffic Before You Drown Request Hedging: Cut Tail Latency In Half Without Overprovisioning Git Bisect: The Automated Binary Search That Finds Breaking Commits in Minutes Node.js Garbage Collection Tuning: Stop Letting V8 Pause Your Event Loop Node.js Server Timeouts: The Settings That Stop Slow Clients from Holding Sockets Hostage Postgres BRIN Indexes: The Time-Series Secret That Shrinks Indexes by 99% Event Sourcing with PostgreSQL: The Pragmatic 80% Solution Node.js Cluster Mode: Scaling the Event Loop Across CPU Cores Postgres Partial Indexes: Stopping Soft Deletes from Ruining Your Query Performance Request Coalescing with the Singleflight Pattern: Stop Drowning Your Database on Every Cache Miss The Bulkhead Pattern: Why One Slow Endpoint Should Not Drown Your Whole Service Node.js AsyncLocalStorage: End-to-End Request Context Without the Propagation Hell Postgres Deadlocks: Logging the Victim, Reproducing the Race, and Fixing the Lock Order Your Node.js HTTP Client Is the Bottleneck: Connection Pool Tuning That Works Optimistic Locking in Postgres: Stop Losing Data to Race Conditions Postgres Read Replicas: Stop Serving Stale Data to Your Users Cursor Pagination: Why Offset Queries Explode at Scale and How to Fix Them Node.js Worker Threads: 60 Lines That Stop a CSV Upload from Timing Out Every Other Request Reliable Webhook Delivery: Architecture for Outbound HTTP You Can Trust Request Timeouts and Deadline Propagation: Stop the Chain of Slowness Advanced Security Practices in Node.js Graceful Shutdown in Node.js: The 40 Lines That Stop 502s During Deploys Finding Node.js Memory Leaks with Heap Snapshots Idempotency Keys in 30 Lines: Stop Your Webhook From Charging Customers Twice Backpressure In Node.js: The Fix For Slow-Motion Queue Meltdowns Retries Done Right: Jitter, Budgets, and the Stampede You Did Not See Coming The Cache Stampede: Why Your "Just Add Redis" Layer Crashes Postgres at 3 a.m. Postgres SKIP LOCKED: An 80-Line Job Queue You Can Run Without Redis Stop Doing Work Nobody Wants: AbortController in Node.js, Done Right The N+1 Query Problem: We Found 23 In One Codebase And Killed Every One I Tried 5 AI Coding Tools for a Month. 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Logical Replication: Which One Solves Your Actual Problem ESLint Rules That Earn Their Keep: The Twelve I Enable On Every Project Pre-Commit Hooks That Pay For Themselves: Husky, lint-staged, And The Five Rules That Stick Zero-Downtime Database Migrations: The Six-Step Pattern That Rules Them All Circuit Breakers In Node.js: 50 Lines That Stop A Failing Dependency From Taking Down Your Service Postgres VACUUM Is Not Magic: How Your Hot Table Bloats To 80GB And How To Fix It Kubernetes Liveness And Readiness Probes: The Difference That Causes Half Your Outages Rate Limiting In Production: A Token Bucket In 30 Lines Of Redis The Outbox Pattern: How To Stop Losing Events When Postgres And Kafka Disagree Load Testing With k6: The Three Scenarios That Find Real Bugs (Not Synthetic Numbers) Postgres Row-Level Security For Multi-Tenant Apps: The Pattern That Stops You From Leaking Data Rebase vs. Merge: The Team Policy That Ends The Argument Forever OpenTelemetry in Node.js: Distributed Tracing That Actually Helps During an Incident Feature Flags That Pay Rent: The 4 Flag Types And When To Delete Each ETag, Last-Modified, and the Caching Headers Most APIs Get Wrong Connection Pooling Without the Cargo Cult: pgbouncer in 100 Lines of Config JSONB Is Not a Schema: When To Reach For It in Postgres, And When To Stop Bash Strict Mode: The Three Lines That Stop Your Deploy Script From Lying To You
Stop Fighting Your Debugger: 10 Tricks That Actually Save Time
The Practica · 2025-02-01 · via The Practical Developer

Every developer has a debugging style. Most of them are slower than they need to be. Here are the techniques worth learning.

1. Conditional breakpoints

Right-click a breakpoint in VS Code → “Edit Breakpoint” → add a condition like user.id === 42. The debugger only stops when that expression is truthy. This is 10× faster than hitting a breakpoint 200 times in a loop.

2. Logpoints (no code changes required)

In VS Code: right-click gutter → “Add Logpoint”. Enter an expression like "user: {user.id}". It prints to the debug console without modifying your source. Your coworkers won’t see a stray console.log in the PR.

3. The debugger statement in production builds

Sometimes you need to break in a deployed app with no source maps. Add debugger; to the source, open DevTools before loading, and the browser will pause there. Remove it before committing. Set up a lint rule to catch it.

4. Watch expressions

Add expressions to the Watch panel (user.permissions.length, response.status). They update on every step. Stop rechecking the same variables manually.

5. console.table for arrays of objects

console.table(users); // renders a sortable table in DevTools

Better than console.log(users) for anything with more than 3 fields.

6. Step Into vs Step Over (actually understand the difference)

  • Step Over (F10): runs the current line, doesn’t enter function calls
  • Step Into (F11): follows execution into the next function call
  • Step Out (Shift+F11): runs to the end of the current function and pauses in the caller

Most devs hammer F10 and miss where the bug actually lives.

7. The Call Stack panel is your friend

When you hit a breakpoint, look at the Call Stack. Click any frame to jump to that context. This is how you answer “how did we get here?” without reading 10 files.

8. Source map tricks

If minified code is your nemesis: DevTools → Settings → “Enable source maps”. For Node, run with --enable-source-maps. If source maps aren’t loading, check that your build config outputs them and your server serves .map files.

9. performance.mark for timing

performance.mark('render-start');
doExpensiveRender();
performance.mark('render-end');
performance.measure('render', 'render-start', 'render-end');
console.log(performance.getEntriesByName('render')[0].duration);

More accurate than console.time and shows up in the Performance panel timeline.

10. Reproduce it in isolation

The best debugging trick: shrink the reproduction. Copy the failing code to a new file, remove everything not related to the bug. You’ll often find the issue just by doing this. When you don’t, you have a minimal repro you can share or post for help.


The single biggest upgrade: switch from “add console.logs until I find it” to “set a breakpoint at the entry point and step through.” It feels slower at first. It’s 3× faster after one week.