Notice Board

Thoughts, lessons, questions, and experiences pinned to the wall.

📌Learning

JavaScript – Coercion

A massive misconception among developers is that == checks for value equality while === checks for value and type equality. The accurate explanation is that == allows coercion in the equality comparison and === disallows coercion’

💭Thought

The crutches of your comfort zone

The crutches of your comfort zone may help you walk today, but they are the biggest enemy of your growth.

💭Thought

Serverless is not free — it’s a different kind of cost

Everyone sells serverless as ‘pay only for what you use’. But nobody talks about the cognitive overhead: cold starts, DLQ monitoring, distributed tracing across 10 Lambdas, and the fact that debugging is a completely different discipline. The cost moved from infra bills to engineering hours.

💭Thought

RxJS is still misunderstood after all these years

Most Angular developers I have mentored treat RxJS like a fancy callback. The shift to thinking in streams — composing, transforming, and timing data flows — takes months. But once it clicks, it changes how you design the entire state layer of an application.

💭Thought

interface vs. types in TS

The main concept interfaces offer over types is declaration merging. On the other side, types can do a lot more than interfaces (mapped types, conditional types, etc)

💭Thought

Monorepos are an organisational decision, not a technical one

You do not adopt Nx because it is cool. You adopt it when the pain of coordinating shared libraries across separate repos outweighs the simplicity of isolation. The tooling is good, but the real win is making team boundaries explicit through code structure.

💭Thought

Infrastructure-as-Code is a contract

When I write a CDK stack, I am not just provisioning resources. I am writing a contract: this is what the system looks like, reproducibly, forever. Drift from that contract is technical debt with real operational consequences. Treat it like application code — review it, test it, version it.

💭Thought

The best architecture decisions happen in boring meetings

Not in design docs or ADRs (though those matter). The real decisions happen in a 30-minute Slack call where someone says ‘should we really add another service for this?’ and the team actually stops to think. Slow down those conversations. They are cheaper than the refactor later.

🧭Experience

Running 200 TPS on Lambda for an hour and learning humility

We load-tested our middleware at 200 transactions per second for a full hour. Lambda held. But the SQS queue depth graph looked like a heartbeat monitor, and I spent three hours convinced we had a bug. It was just auto-scaling warming up. Observability without context is noise.

🧭Experience

Converting SOAP to JSON at the government’s pace

Legacy government systems speak SOAP. Modern microservices speak JSON. Building the translator layer in between — with WAF, private API Gateway, and Route 53 inbound resolvers — was the most unglamorous, most impactful work I have ever done. Nobody sees the middleware until it breaks.

🧭Experience

What DLQs taught me about trust

The first time a dead-letter queue caught a batch of 3,000 failed messages in production, I felt sick. Then I realised: this is the system working. The DLQ is proof that we planned for failure. Reliability is not the absence of errors — it is knowing where they go.

🧭Experience

Playwright + Python: bridging two worlds

Writing E2E tests for a TypeScript frontend using Python felt wrong at first. But the QA team owned Python, and the goal was automation, not purity. Two weeks in, we had 60% regression coverage on critical flows. Pragmatism beats elegance when deadlines are real.

Section 1 of 2
DigitalUllu

DigitalUllu is a knowledge-driven blog sharing tech tutorials, deep insights, productivity ideas, and life lessons. Discover thoughtful content on technology, self-improvement, and continuous learning—one honest post at a time.

© 2026 DigitalUllu. All rights reserved.