Dynamic query builders teach you one thing: Design for change, not for today’s requirements. If you’ve built this in production what did you use? Specifications or QueryDSL?

Golden rule: Repositories should NOT know every filter combination. Compose queries like LEGO blocks 🧩 Small predicates → combined dynamically. That’s real backend design.

Solution #2: QueryDSL Type-safe queries. Readable code. Perfect when business logic becomes complex. Less magic, more control.

Solution #1: JPA Specifications (Criteria API) Build predicates dynamically at runtime. Add filters only when values exist. No filter? No predicate. Clean. Flexible. Production-friendly.

The problem: Hardcoded queries don’t scale. Every new filter = new method = more bugs = unreadable repositories. This is how CRUD apps slowly turn into spaghetti 🍝

If your Spring Boot app has 10+ filters and 30+ repository methods… You don’t need more queries. You need a dynamic query builder 🧵👇

Tomorrow is a trick of the mind. Life only knows one time: now. Miss the now, and you miss everything.

Life begins where fear ends

Could this be a game-changer for families especially single-income ones? Or will it mostly benefit only a slice of taxpayers? What do you think: Game-changer or just a small relief?

Important detail: It’s optional. Couples can still file individually if that’s more beneficial for them, especially if both earn similarly.

Example models show joint slabs like: • ₹0–8L: Nil tax • ₹8–16L: 5% • ₹16–24L: 10% …and so on making a ₹12L household much lighter on tax than two separate returns.

What’s the upside? • You could double basic exemption limits for families • Single-income households may save significantly • Filing one return means simpler compliance and less tax stress.

The proposal under consideration would let couples combine incomes and file a single tax return, much like systems in the US, Portugal, and other countries.

Right now in India, every individual even if married files tax separately. So the spouse who doesn’t earn or earns less still loses out on unused tax exemptions.

India’s Union Budget 2026 might finally bring optional joint tax filing for married couples and it could reshape household finances. 🧵

https://t.co/bJ6Fhyvmci

If you always look up, you’ll feel left behind. There’s always a bigger fish. Gratitude doesn’t kill ambition. It keeps you sane while you grow. You’re allowed to want more just don’t forget how far you’ve come.

Look down sometimes. See the job you have. The skills you’ve built. The stability others are still chasing. Many people would trade places with you without hesitation.

The real danger isn’t missing things. It’s constantly staring at what you don’t have and forgetting what you already do. That’s how burnout starts.

Here’s the truth nobody says out loud: Careers are built on trade-offs, not perfect combinations. Every choice gives something. Every choice takes something.