Choose Any Course Topic & Practice Live Spoken AI Technical Interviews
Experience real engineering interviews where our AI Interviewer speaks questions aloud, listens to your spoken explanation via microphone, converts speech to text in real time, and sends it to our Google Gemini AI Agent for technical verification. Practice up to 2 sessions per topic per day — or enroll in Live Online Training (Starting @ ₹1,999) with Industry Experts!
Live Speech-to-Text + 4-axis technical readiness radar. Prefer timed MCQ screening practice?
Select Any IT Course (34 Courses • 100% Topics Covered)
Java Full Stack Development & Enterprise Cloud Architecture — Topic-Wise Voice + Gemini AI Interviews
Choose any syllabus topic below to launch a live spoken technical interview (max 2 AI interviews per topic per day). Ready to master architecture, debugging, and live deployment directly under a seasoned Industry Expert? Enroll in the complete program (with 84 AI Interview rounds, Live Client Production Project & Verified Internship Letter) for just ₹54,999!
All Modules & Topics in Java Full Stack Development & Enterprise Cloud Architecture
JVM ClassLoader, Stack vs Heap, G1/ZGC & Escape Analysis
Purpose: To understand and apply JVM ClassLoader, Stack vs Heap, G1/ZGC & Escape Analysis in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Write low-GC enterprise Java services that never crash under peak production load, so your code stays reliable, fast, and easy to maintain in production.
Records, Sealed Hierarchies, Pattern Matching & Generics
Purpose: To understand and apply Records, Sealed Hierarchies, Pattern Matching & Generics in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Model strict, immutable domain contracts for banking and SaaS microservices, so your code stays reliable, fast, and easy to maintain in production.
Streams API, CompletableFuture & Project Loom Virtual Threads
Purpose: To understand and apply Streams API, CompletableFuture & Project Loom Virtual Threads in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Handle 50,000+ concurrent blocking I/O requests cleanly without thread-pool exhaustion, so your code stays reliable, fast, and easy to maintain in production.
Arrays, Sliding Window, Binary Search & Hashing Internals
Purpose: To understand and apply Arrays, Sliding Window, Binary Search & Hashing Internals in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Clear product-company OA rounds and optimize hot lookup paths from O(N²) to O(N), so your code stays reliable, fast, and easy to maintain in production.
Trees, Heaps, PriorityQueues & Trie Prefix Indexing
Purpose: To understand and apply Trees, Heaps, PriorityQueues & Trie Prefix Indexing in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Implement real-time job schedulers, top-K leaderboards, and instant search autocomplete, so your code stays reliable, fast, and easy to maintain in production.
Graphs (BFS/DFS/Dijkstra) & Dynamic Programming Patterns
Purpose: To understand and apply Graphs (BFS/DFS/Dijkstra) & Dynamic Programming Patterns in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Solve dependency resolution, shortest-path routing, and resource-allocation problems, so your code stays reliable, fast, and easy to maintain in production.
Normalized Schema Design, CTEs, Window Functions & JSONB
Purpose: To understand and apply Normalized Schema Design, CTEs, Window Functions & JSONB in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Author analytical financial queries and hybrid relational-document data models, so your code stays reliable, fast, and easy to maintain in production.
MVCC Isolation, B-Tree/GIN Indexes & EXPLAIN ANALYZE Tuning
Purpose: To understand and apply MVCC Isolation, B-Tree/GIN Indexes & EXPLAIN ANALYZE Tuning in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Eliminate deadlocks and tune slow 800ms SQL queries down to sub-8ms index scans, so your code stays reliable, fast, and easy to maintain in production.
PostgreSQL pgvector Embeddings, HNSW Indexes & Flyway Migrations
Purpose: To understand and apply PostgreSQL pgvector Embeddings, HNSW Indexes & Flyway Migrations in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Store semantic AI vectors alongside transactional SQL tables with versioned migrations, so your code stays reliable, fast, and easy to maintain in production.
IoC Container, Bean Scopes, CGLIB Proxies & Profiles
Purpose: To understand and apply IoC Container, Bean Scopes, CGLIB Proxies & Profiles in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Master how Spring wires enterprise applications and avoid proxy self-invocation bugs, so your code stays reliable, fast, and easy to maintain in production.
RESTful Controllers, Bean Validation, ProblemDetails & OpenAPI 3.1
Purpose: To understand and apply RESTful Controllers, Bean Validation, ProblemDetails & OpenAPI 3.1 in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Build self-documented, contract-tested JSON APIs with RFC-7807 error responses, so your code stays reliable, fast, and easy to maintain in production.
Spring Actuator, Micrometer Metrics & Structured Logging
Purpose: To understand and apply Spring Actuator, Micrometer Metrics & Structured Logging in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Expose liveness/readiness probes and latency histograms for production monitoring, so your code stays reliable, fast, and easy to maintain in production.
Entity Lifecycle, Dirty Checking, Fetch Joins & N+1 Elimination
Purpose: To understand and apply Entity Lifecycle, Dirty Checking, Fetch Joins & N+1 Elimination in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Prevent hidden Hibernate N+1 query storms that cripple production databases, so your code stays reliable, fast, and easy to maintain in production.
@Transactional Propagation, Optimistic/Pessimistic Locking & HikariCP
Purpose: To understand and apply @Transactional Propagation, Optimistic/Pessimistic Locking & HikariCP in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Prevent double-debit race conditions during simultaneous wallet transfers, so your code stays reliable, fast, and easy to maintain in production.
Transactional Outbox Pattern & Testcontainers PostgreSQL Suites
Purpose: To understand and apply Transactional Outbox Pattern & Testcontainers PostgreSQL Suites in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Verify real database queries in CI using ephemeral Dockerized PostgreSQL containers, so your code stays reliable, fast, and easy to maintain in production.
SecurityFilterChain, Argon2 Hashing & Rotating JWT Refresh Tokens
Purpose: To understand and apply SecurityFilterChain, Argon2 Hashing & Rotating JWT Refresh Tokens in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Protect stateless APIs and browser SPAs against token theft, XSS, and CSRF, so your code stays reliable, fast, and easy to maintain in production.
OAuth2 / OIDC Resource Servers, Method RBAC & Multi-Tenant Guards
Purpose: To understand and apply OAuth2 / OIDC Resource Servers, Method RBAC & Multi-Tenant Guards in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Enforce fine-grained tenant and role permissions across enterprise endpoints, so your code stays reliable, fast, and easy to maintain in production.
OWASP API Top-10 Hardening & Redis Sliding-Window Rate Limiting
Purpose: To understand and apply OWASP API Top-10 Hardening & Redis Sliding-Window Rate Limiting in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Block credential stuffing, broken object-level auth (BOLA), and abusive traffic spikes, so your code stays reliable, fast, and easy to maintain in production.
Strict TypeScript 5 Generics, Discriminated Unions & Zod Schemas
Purpose: To understand and apply Strict TypeScript 5 Generics, Discriminated Unions & Zod Schemas in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Catch API contract mismatches at compile time before UI code ever reaches production, so your code stays reliable, fast, and easy to maintain in production.
React 19 Hooks, Server/Optimistic Actions, TanStack Query & Routing
Purpose: To understand and apply React 19 Hooks, Server/Optimistic Actions, TanStack Query & Routing in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Build snappy, accessible dashboards with instant cache invalidation and role guards, so your code stays reliable, fast, and easy to maintain in production.
Real-Time SSE / WebSocket Streams, Virtualized Tables & Vitest UI Tests
Purpose: To understand and apply Real-Time SSE / WebSocket Streams, Virtualized Tables & Vitest UI Tests in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Stream live AI tokens and 100k-row audit logs smoothly at 60fps, so your code stays reliable, fast, and easy to maintain in production.
Spring AI ChatClient, Prompt Templates, Advisors & Structured Outputs
Purpose: To understand and apply Spring AI ChatClient, Prompt Templates, Advisors & Structured Outputs in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Integrate LLMs cleanly into Java microservices with strongly typed Java Record outputs, so your code stays reliable, fast, and easy to maintain in production.
Document ETL, Chunking, pgvector Hybrid Search & Citation Grounding
Purpose: To understand and apply Document ETL, Chunking, pgvector Hybrid Search & Citation Grounding in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Build enterprise RAG copilots that answer strictly from verified company documents, so your code stays reliable, fast, and easy to maintain in production.
Spring AI Function/Tool Calling, Guardrails & Automated Faithfulness Evals
Purpose: To understand and apply Spring AI Function/Tool Calling, Guardrails & Automated Faithfulness Evals in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Let Java AI agents invoke audited Spring services safely without prompt-injection leaks, so your code stays reliable, fast, and easy to maintain in production.
Domain-Driven Bounded Contexts & Spring Cloud API Gateway Routing
Purpose: To understand and apply Domain-Driven Bounded Contexts & Spring Cloud API Gateway Routing in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Decompose monoliths cleanly with centralized auth, routing, and request correlation, so your code stays reliable, fast, and easy to maintain in production.
Resilience4j Circuit Breakers, Bulkheads, Timeouts & Jittered Retries
Purpose: To understand and apply Resilience4j Circuit Breakers, Bulkheads, Timeouts & Jittered Retries in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Stop cascading outages when downstream payment or notification services degrade, so your code stays reliable, fast, and easy to maintain in production.
Kafka KRaft Partitions, Idempotent Producers, Consumer Groups & DLQs
Purpose: To understand and apply Kafka KRaft Partitions, Idempotent Producers, Consumer Groups & DLQs in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Process high-volume asynchronous business events with zero message loss, so your code stays reliable, fast, and easy to maintain in production.
Distributed Sagas, Redis 7 Cache-Aside & Distributed Locks
Purpose: To understand and apply Distributed Sagas, Redis 7 Cache-Aside & Distributed Locks in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Cut database read load by 90% and coordinate multi-service distributed workflows, so your code stays reliable, fast, and easy to maintain in production.
Multi-Stage JRE Dockerfiles, Non-Root Hardening & Compose Stacks
Purpose: To understand and apply Multi-Stage JRE Dockerfiles, Non-Root Hardening & Compose Stacks in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Shrink Spring Boot container images by 65% and run full local microservice topologies, so your code stays reliable, fast, and easy to maintain in production.
Kubernetes Deployments, Ingress TLS, ConfigMaps/Secrets, HPA & Probes
Purpose: To understand and apply Kubernetes Deployments, Ingress TLS, ConfigMaps/Secrets, HPA & Probes in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Auto-scale Java pods with zero downtime during traffic surges on Kubernetes, so your code stays reliable, fast, and easy to maintain in production.
AWS Multi-AZ VPC, IAM OIDC Least Privilege, ALB, EC2 & S3/CloudFront
Purpose: To understand and apply AWS Multi-AZ VPC, IAM OIDC Least Privilege, ALB, EC2 & S3/CloudFront in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Architect secure, production-grade cloud networks and edge storage on AWS, so your code stays reliable, fast, and easy to maintain in production.
RDS Multi-AZ Failover, KMS Secrets & Modular Terraform State Automation
Purpose: To understand and apply RDS Multi-AZ Failover, KMS Secrets & Modular Terraform State Automation in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Provision repeatable cloud environments via version-controlled Infrastructure as Code, so your code stays reliable, fast, and easy to maintain in production.
GitHub Actions CI/CD, Trivy/Sonar Gates & Blue-Green Releases
Purpose: To understand and apply GitHub Actions CI/CD, Trivy/Sonar Gates & Blue-Green Releases in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Automate test, security scan, container build, and zero-downtime cloud deployment, so your code stays reliable, fast, and easy to maintain in production.
OpenTelemetry Distributed Tracing, Prometheus, Grafana & HLD/LLD Interviews
Purpose: To understand and apply OpenTelemetry Distributed Tracing, Prometheus, Grafana & HLD/LLD Interviews in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Trace cross-service latency bottlenecks and ace Staff/SDE-2 System Design rounds, so your code stays reliable, fast, and easy to maintain in production.
End-to-End Client Production Cutover, Load Testing & Security Sign-Off
Purpose: To understand and apply End-to-End Client Production Cutover, Load Testing & Security Sign-Off in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Deploy the live multi-tenant Java + Spring AI + React + AWS platform for client users, so your code stays reliable, fast, and easy to maintain in production.
GitHub Portfolio Audit, ≥90% AI Mock Gate & 100-Opening Placement Launch
Purpose: To understand and apply GitHub Portfolio Audit, ≥90% AI Mock Gate & 100-Opening Placement Launch in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Complete final ≥90% mock/viva verification and enter the 6-month 100-opening placement drive, so your code stays reliable, fast, and easy to maintain in production.
Spring AI Advisors, Structured Output, Tool Calling & Grounded pgvector Retrieval
Purpose: To understand and apply Spring AI Advisors, Structured Output, Tool Calling & Grounded pgvector Retrieval in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Embed audited generative AI workflows directly inside type-safe Java 21 Spring Boot services, so your code stays reliable, fast, and easy to maintain in production.
Transactional Outbox, Idempotent Kafka Consumers & Resilience4j Bulkheads/Circuit Breakers
Purpose: To understand and apply Transactional Outbox, Idempotent Kafka Consumers & Resilience4j Bulkheads/Circuit Breakers in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Guarantee financial consistency and fault isolation across distributed Java microservices, so your code stays reliable, fast, and easy to maintain in production.
React 19 + TypeScript Enterprise Frontend Integration with OAuth2/OIDC BFF Pattern
Purpose: To understand and apply React 19 + TypeScript Enterprise Frontend Integration with OAuth2/OIDC BFF Pattern in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Connect React workspaces securely to Spring Security 6 resource servers without token exposure, so your code stays reliable, fast, and easy to maintain in production.
Testcontainers CI, Multi-Stage JRE Images & Zero-Downtime AWS Cloud Rollouts
Purpose: To understand and apply Testcontainers CI, Multi-Stage JRE Images & Zero-Downtime AWS Cloud Rollouts in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Automate end-to-end verification and production deployment from GitHub Actions to AWS, so your code stays reliable, fast, and easy to maintain in production.
OpenTelemetry Distributed Tracing, Micrometer Prometheus Dashboards & JFR Profiling
Purpose: To understand and apply OpenTelemetry Distributed Tracing, Micrometer Prometheus Dashboards & JFR Profiling in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Diagnose cross-service p99 latency, connection pool exhaustion, and JVM memory pressure, so your code stays reliable, fast, and easy to maintain in production.
Full Stack Java Architect System Design, Live Coding & Placement Interview Defense
Purpose: To understand and apply Full Stack Java Architect System Design, Live Coding & Placement Interview Defense in real Java Full Stack Development & Enterprise Cloud Architecture systems — specifically: Clear product-company DSA, Spring internals, React, and cloud architecture hiring rounds, so your code stays reliable, fast, and easy to maintain in production.