What skills does each tech role actually require?

Full-Stack Developer

Full-Stack Developer roles in India in 2026 standardise on TypeScript end to end: React 19 with Next.js on the front end, Node.js 22 (Express/NestJS) or a Python/Java backend, REST and increasingly GraphQL APIs, and both SQL (PostgreSQL) and a document store (MongoDB) with sound schema judgement. Employers also expect Git fluency, automated testing (Jest, Playwright), Docker, and the ability to deploy to at least one cloud. Interviews split between DSA rounds (still standard at Indian employers), a practical build round, and low-level system design like designing a URL shortener or rate limiter.

11 must-have skills →

Frontend Developer

Frontend Developer roles in India in 2026 require deep JavaScript and TypeScript, React 19 — including server components and concurrent features — and modern state/data patterns (TanStack Query for server state, Zustand or Redux Toolkit for client state). Core Web Vitals literacy is now an explicit JD line: INP, LCP, and bundle discipline get tested, as do accessibility (WCAG 2.2) and responsive CSS without a framework crutch. Next.js experience is requested in most product-company postings, and interviews lean on machine-coding rounds: build a typeahead, an infinite list, or a feature-complete widget in 60–90 minutes.

10 must-have skills →

Backend Developer (Java)

Java backend roles in India in 2026 centre on Java 21 LTS (records, virtual threads, pattern matching) and Spring Boot 3.x — Spring Security, Spring Data JPA with Hibernate, and REST microservices are the assumed stack across banks, GCCs, and IT services, which together make Java the highest-volume backend skill in the Indian market. Employers test JVM internals (memory model, GC tuning), concurrency, SQL depth, and Kafka-based event-driven design, with Docker/Kubernetes deployment as table stakes. DSA rounds remain mandatory at virtually every Java employer in India.

11 must-have skills →

Backend Developer (Node.js)

Node.js backend roles in India in 2026 require TypeScript as the default, Node.js 22 LTS with deep event-loop understanding, and a framework — NestJS for enterprise codebases, Express or Fastify for leaner stacks. Employers test async patterns and failure handling, PostgreSQL and MongoDB data modelling, Redis caching, JWT/OAuth2 auth flows, and message queues (BullMQ, Kafka, or RabbitMQ). Node dominates Indian startup and mid-market backends, so practical rounds — build a rate limiter, design a webhook system — are more common than at Java shops, though DSA screens still apply.

10 must-have skills →

Python Developer

Python Developer roles in India in 2026 split between web backends and data/AI-adjacent services, and both expect Python 3.12+ with full type hints, FastAPI (now ahead of Django in new-project postings) or Django for batteries-included products, Pydantic for validation, SQLAlchemy 2.x, and pytest discipline. Async Python, Celery or task queues, Docker, and REST design are standard asks; proximity to AI work — serving models, wrapping LLM APIs — is the strongest demand driver pushing Python hiring in India. DSA rounds in Python remain part of most interview loops.

10 must-have skills →

QA Automation Engineer

QA Automation Engineer roles in India in 2026 require a programming language at developer standard — Java with Selenium remains the services-sector staple, while product companies have largely moved to Playwright with TypeScript — plus API automation (REST Assured, Postman/Newman, or Playwright's API mode), CI integration, and test design built on real testing theory. Performance testing with JMeter or k6 and SQL for data validation appear in most JDs. AI-assisted testing is the visible 2026 shift: employers ask how you use AI tools to generate, heal, and maintain suites without trusting them blindly.

10 must-have skills →

Salesforce Developer

Salesforce Developer roles in India in 2026 require Apex (triggers, batch, asynchronous patterns and governor-limit discipline), Lightning Web Components with modern JavaScript, SOQL, and declarative-first judgement — knowing when Flow Builder beats code is itself an interview topic. Integration skills (REST callouts, Platform Events, external services) and the Salesforce security model (profiles, permission sets, sharing rules) are core, and Agentforce/Einstein AI exposure has become a JD differentiator since 2025. India hosts one of Salesforce's largest global talent pools, so certifications carry unusual screening weight here.

10 must-have skills →

Data Analyst

To work as a Data Analyst in India in 2026 you need strong SQL (joins, window functions, CTEs), advanced Excel with Power Query, one BI tool — Power BI is asked for far more often than Tableau in Indian job postings — and working statistics: distributions, hypothesis testing, and A/B test basics. Python with pandas has moved from nice-to-have to expected at product companies and GCCs, while IT services roles still hire on SQL + Power BI alone. Most postings also screen for data storytelling: can you turn a metrics dip into a one-page narrative a business head will act on?

10 must-have skills →

Data Engineer

A Data Engineer in India in 2026 needs production-grade SQL and Python, Apache Spark (PySpark) for distributed processing, a workflow orchestrator — Airflow is still the default ask, with Dagster rising — and hands-on experience with at least one cloud warehouse or lakehouse: Snowflake, BigQuery, or Databricks with Delta Lake. dbt for transformation and Kafka for streaming appear in most product-company postings. Dimensional modelling (star schemas, slowly changing dimensions) remains the most common system-design interview, even at companies running lakehouses.

11 must-have skills →

Data Scientist

Data Scientist roles in India in 2026 require solid statistics and machine-learning fundamentals (regression, tree ensembles, evaluation metrics, bias-variance), fluent Python with scikit-learn and pandas, strong SQL, and experiment design — most product-company DS work is experimentation and causal reasoning, not model building. Since 2024 the role has absorbed LLM literacy: employers expect you to know when a prompt-plus-RAG solution beats training a model. Communication is weighted heavily; final rounds are usually a business case presented to non-technical stakeholders.

10 must-have skills →

ML Engineer

ML Engineer roles in India in 2026 sit closer to software engineering than data science: you need strong Python engineering (typing, testing, packaging), PyTorch 2.x, model serving at latency budgets (FastAPI, TorchServe, or vLLM for LLM workloads), Docker and Kubernetes, and experiment tracking with MLflow or Weights & Biases. Employers increasingly expect GPU-awareness — batching, quantisation, and inference cost math — because LLM serving has become a core ML-engineering workload. System design rounds focus on training and serving pipelines end to end, not on modelling theory.

10 must-have skills →

MLOps Engineer

MLOps Engineer roles in India in 2026 demand a DevOps core — Kubernetes, Terraform, CI/CD, monitoring — applied to the ML lifecycle: pipeline orchestration with Kubeflow or cloud-native tools (SageMaker Pipelines, Azure ML, Vertex AI), model registries and automated retraining with MLflow, model serving with KServe or vLLM, and drift monitoring with tools like Evidently. The 2026 twist is LLMOps: prompt versioning, eval harnesses, and GPU cost governance now appear in most postings. It is fundamentally a platform role — you build the rails that data scientists ship on.

10 must-have skills →

AI Engineer

AI Engineer in 2026 means building applications on top of frontier models, and Indian employers test for exactly that: working fluency with the OpenAI, Anthropic Claude, and Google Gemini APIs, retrieval-augmented generation (chunking, embeddings, vector stores like pgvector or Pinecone, rerankers), and agentic patterns — tool use, the Model Context Protocol (MCP), and frameworks such as LangGraph, the OpenAI Agents SDK, or the Claude Agent SDK. Equally weighted are evaluation harnesses (you cannot ship what you cannot measure), guardrails, and cost/latency engineering. Strong Python or TypeScript is assumed; ML training theory mostly is not.

10 must-have skills →

Power BI Developer

Power BI Developer roles in India in 2026 require advanced DAX (filter context, CALCULATE, time intelligence), Power Query/M for transformation, star-schema data modelling, and increasingly Microsoft Fabric — postings now routinely ask for Fabric lakehouse and semantic-model experience alongside classic Power BI. Strong SQL, row-level security design, and performance tuning with DAX Studio and Tabular Editor separate developers from report builders. India is one of the largest Power BI markets globally thanks to Microsoft-stacked GCCs and IT services, so PL-300 is the most cited certification in JDs.

9 must-have skills →

DevOps Engineer

DevOps Engineer roles in India in 2026 require Linux depth, Docker and Kubernetes (the single most-tested skill pair), CI/CD pipeline design with GitHub Actions, GitLab CI, or Jenkins, Terraform for infrastructure as code, and one major cloud — AWS leads Indian postings with Azure close behind in enterprise and GCC roles. Scripting in Bash and Python, observability with Prometheus/Grafana, and security-aware pipelines (image scanning, secrets management) round out the core. Interviews are scenario-driven: debug a CrashLoopBackOff, design a zero-downtime deploy, cut a cloud bill.

10 must-have skills →

Cloud Engineer (AWS)

AWS Cloud Engineer roles in India in 2026 require depth across the core services — VPC networking and IAM above all, then EC2, S3, RDS, Lambda, and container platforms (ECS and EKS) — plus infrastructure as code with Terraform or CloudFormation and monitoring with CloudWatch. Indian employers, from GCCs to AWS partner consultancies, test architecture judgement: designing for multi-AZ resilience, least-privilege IAM, and cost — FinOps questions now appear in most interview loops. The AWS Solutions Architect Associate certification is the most commonly screened credential in Indian cloud JDs.

11 must-have skills →

Cloud Engineer (Azure)

Azure Cloud Engineer roles in India in 2026 centre on Microsoft Entra ID (identity is Azure's spine), virtual network design (VNets, NSGs, private endpoints, hub-and-spoke), core compute (VMs, App Service, AKS, Azure Functions), and infrastructure as code with Bicep or Terraform. Azure dominates Indian enterprise and GCC environments riding on Microsoft 365 estates, so governance — management groups, Azure Policy, landing zones — features in interviews more than at AWS shops. AZ-104 is the standard screening certification, with AZ-305 expected for architect-track roles.

11 must-have skills →

Site Reliability Engineer (SRE)

SRE roles in India in 2026 require deep Linux and distributed-systems fundamentals, Kubernetes operations, programming ability in Go or Python (SRE is an engineering role, not an ops role), and fluency in the reliability toolkit: SLIs, SLOs, error budgets, and blameless incident management. Observability depth — Prometheus, Grafana, and OpenTelemetry tracing — is tested hard, as is infrastructure as code. Indian hiring is concentrated in product companies, GCCs of global firms, and large-scale consumer platforms where 'how do you run this at scale' scenarios dominate interviews.

10 must-have skills →

Network Engineer

Network Engineer roles in India in 2026 require routing and switching depth (OSPF, BGP, VLANs, STP), firewall administration — Palo Alto and Fortinet dominate Indian enterprise postings — plus SD-WAN, VPN design, and wireless fundamentals. The decisive 2026 shift is automation: Python with Netmiko/NAPALM and Ansible now appears in most mid-level JDs, and cloud networking (AWS VPC, Azure VNet) is expected as enterprises go hybrid. CCNA remains the screening baseline, with CCNP Enterprise or security-vendor certifications carrying the salary premium.

10 must-have skills →

Cybersecurity Analyst

Cybersecurity Analyst roles in India in 2026 require networking and operating-system fundamentals (you cannot defend what you do not understand), threat-landscape literacy mapped to MITRE ATT&CK, vulnerability management with tools like Nessus or Qualys, SIEM experience, and incident-response process. India-specific context matters: the DPDP Act 2023 and its 2025 rules, CERT-In's 6-hour incident-reporting mandate, and RBI/SEBI cyber frameworks appear directly in BFSI interview questions. Cloud security skills (AWS/Azure misconfigurations, identity attacks) are the strongest growth area in Indian postings.

11 must-have skills →

SOC Analyst

SOC Analyst (L1/L2) roles in India in 2026 are built on SIEM operations — Splunk and Microsoft Sentinel lead Indian postings, with QRadar in legacy estates — plus EDR triage (CrowdStrike Falcon, Defender for Endpoint), disciplined alert investigation, log analysis across Windows/Linux/network sources, and MITRE ATT&CK-mapped escalation writing. India runs many of the world's 24×7 SOCs, so employers also screen for shift readiness and SLA discipline. KQL or SPL query writing is the practical test that separates candidates; phishing and malware triage scenarios fill the rest of the interview.

10 must-have skills →

Digital Marketing Specialist

Digital Marketing Specialist roles in India in 2026 require SEO that spans classic search and AI answers (Google AI Overviews, ChatGPT citations — 'GEO' now appears in Indian JDs), GA4 analytics, working Google Ads and Meta Ads ability, content strategy, and email/WhatsApp lifecycle marketing — WhatsApp is a primary channel in India, not an afterthought. Employers test funnel thinking end to end: traffic, conversion, retention, and the ability to read a dashboard and decide. AI-tool fluency for content production is assumed; judgement about quality and brand safety is what gets screened.

10 must-have skills →

Performance Marketing Specialist

Performance Marketing Specialist roles in India in 2026 demand platform depth in Google Ads (Search, Performance Max, Demand Gen) and Meta Ads, plus the measurement stack that privacy changes made mandatory: GA4 with Google Tag Manager, server-side tracking via Meta's Conversions API, and enhanced conversions. Employers test budget allocation across channels, bid-strategy judgement, creative-testing frameworks, and unit-economics fluency — ROAS targets, CAC/LTV math, and marginal-return thinking. App campaigns (Google App Campaigns, Apple Search Ads) and retail media (Amazon Ads, Flipkart Ads) are major Indian demand pockets.

10 must-have skills →

Business Analyst

Business Analyst roles in India in 2026 require structured requirements engineering — elicitation, user stories with acceptance criteria, BRDs — process modelling with BPMN, working SQL and Excel for self-served analysis, and fluency in Agile delivery (most Indian BAs sit inside Scrum teams as proxy product owners). Wireframing, JIRA/Confluence, and stakeholder management across business and engineering are daily work. Domain knowledge is the salary multiplier: BFSI dominates Indian BA hiring, with healthcare and supply chain close behind, and GenAI-tool fluency for drafting and analysis is now explicitly listed in JDs.

10 must-have skills →

SAP Consultant

SAP Consultant roles in India in 2026 are dominated by S/4HANA: with ECC mainstream maintenance ending in 2027, migration programmes are running at nearly every large Indian enterprise and every major services firm is hiring. Functional consultants need deep configuration in one module — FI/CO, MM, and SD carry the most openings — plus the SAP Activate methodology, Fiori-first design literacy, and integration awareness across BTP. Clean-core principles (extend on BTP, keep the core standard) and embedded AI (Joule) have moved from buzzwords to interview questions. Business-process depth in your module matters more than breadth across many.

10 must-have skills →