ai-toolsAWS vs GCP vs Azure for indie developers: cheapest 2-server stack in 2026
Per cited pricing pages, GCP's always-free e2-micro is the most durable free option; Azure's 750-hour B1s covers year one; AWS shifted to a $200 credit model.
Source-attributed comparisons
A vs B, with date-stamped pricing and decision tables.
A-vs-B comparisons grounded in cited primary sources. Each verdict reads as the aggregated consensus of the sources reviewed, not as publication opinion — with date-stamped pricing and explicit hedges where the sources disagree.
16 articles
ai-toolsPer cited pricing pages, GCP's always-free e2-micro is the most durable free option; Azure's 750-hour B1s covers year one; AWS shifted to a $200 credit model.
ai-toolsPer cited reviews, DataCamp wins for data-skills practice, Coursera Plus for university certificates, Pluralsight for IT/cloud labs, Udemy Personal for breadth.
ai-toolsCited pricing pages map the three $5-$12/month VPS providers to different solo-dev needs: Linode for stability, DigitalOcean for tooling, Vultr for regions.
ai-toolsThree frameworks, three jobs. LangChain orchestrates agents, LlamaIndex owns retrieval, DSPy compiles prompts. Pick by the role you need, not by GitHub stars.
ai-toolsThree paths to Claude with different cost and integration tradeoffs. Anthropic direct is cheapest per token; Bedrock and Vertex make sense when the cloud is set.
Promptfoo for pre-deploy eval, Helicone for production logging, LangSmith if you're on LangChain. Most teams need two of three, not all three.
ai-toolsCursor 2.0, Claude Code, and GitHub Copilot all run Anthropic's latest Sonnet line. The real choice for devs is workflow integration and INR billing.
ai-toolsDSPy when prompt quality is the bottleneck and you have eval data; LangChain when integration breadth and orchestration matter most. The decision in detail.
ai-toolsSonnet 4.5 for code quality, GPT-5.5 for OpenAI-stack agents, Gemini 2.5 Pro for 1M context. The developer API call for 2026.
ai-toolsLangChain for general LLM apps; LlamaIndex when RAG over private corpora is the load-bearing problem. Both interoperate. The decision in detail for dev teams.
ai-toolsThree AI subscriptions, one budget. Notion AI for in-workspace integration, ChatGPT Plus for research, Claude Pro for long-form. Pick by where writing actually happens.
ai-toolsPinecone, Weaviate, and Qdrant cover most production RAG choices for dev teams in 2026. Pick by where the data lives and who pays the operational cost.
ai-toolsThree browser IDEs, three different jobs. Replit for AI-built prototypes, StackBlitz for fast frontend, CodeSandbox for VS Code parity. Pick by workflow, not benchmarks.
ai-toolsvLLM for throughput-default; TGI for Hugging Face shops; SGLang for structured output. Pick by inference workload shape, not raw benchmarks.
online-learningFor most engineering students in 2026, Udemy Personal at ≈₹500/mo (≈$6) + NPTEL at ₹1,000/exam (≈$12) beats paid Coursera Plus. Why.
ai-toolsFor most students, ChatGPT Go covers it — and it's free for users right now. The full call on Claude, Gemini, and when ₹1,950 is actually ₹0.
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