Why Your Company Doesn't Need a Data Lake
Data lakes have become resume-driven development. 85% of projects fail, most turning into data swamps. A well-structured PostgreSQL database handles most real-world use cases....
27 articles with this tag
Data lakes have become resume-driven development. 85% of projects fail, most turning into data swamps. A well-structured PostgreSQL database handles most real-world use cases....
The architecture mistakes that kill startups: premature microservices, wrong database choices, god objects, missing observability, and more. Patterns that repeat across failed companies....
A comprehensive checklist for evaluating startup technology: architecture, code quality, infrastructure, team, and security. Based on patterns from evaluating dozens of startups....
Gartner predicts task-specific AI models will be used 3x more than general-purpose LLMs by 2027. Why latency, cost, and privacy push enterprises toward SLMs....
Local-first software puts your data on your device first. The cloud becomes optional. As CRDTs mature, the best apps feel like we've rediscovered something we forgot....
Dependencies are liabilities, not assets. From left-pad breaking the internet to Log4j's endemic vulnerability, every package you add expands your attack surface and maintenance burden....
Microservices succeed when you have the right prerequisites: team scale, deployment independence, scaling needs, and operational maturity. Here's how to tell if they're right for you....
Serverless works for event-driven, bursty, stateless workloads. Here's how to avoid cold start pain, manage state, choose the right granularity, and know when containers are better....
Every abstraction layer has a cost. Benchmarks showing the real price of convenience from someone who built fast systems in the 90s and slow ones today....
Third-party API integration costs 56% more than initial estimates when you account for maintenance, breaking changes, and troubleshooting. The integration tax is real and ongoing....
For decades we buried databases under layers of abstraction. Tools like PostgREST and Supabase show that PostgreSQL with Row-Level Security is often the best API you'll ever write....
Feature flags promised safe deployments but delivered hidden complexity. Research shows 73% never get removed, costing teams $125K+ yearly in maintenance overhead....
