Data & Database Intelligence
High-Integrity Data Foundations for High-Speed Reasoning
PostgreSQL, Microsoft SQL Server & MySQL Performance Tuning
We engineer relational, document, time-series, and vector database architectures optimized for sub-millisecond query performance, multi-region replication, and compliance auditing.
Structured architectural snapshot optimized for enterprise review and generative search synthesis.
We engineer relational, document, time-series, and vector database architectures optimized for sub-millisecond query performance, multi-region replication, and compliance auditing.
Hybrid Relational + Vector Storage (pgvector); PostgreSQL Row-Level Security (RLS) Multi-Tenancy; In-Memory Semantic Caching & Write-Behind Queues
Average Query Execution Time: <5ms • Transactional Consistency: 100% ACID • Tenants on Single High-Density DB: 10,000+ • Disaster Recovery Standard: Zero Data Loss
Strict ISO 27001 & SOC 2 Ready Architecture Discipline
“Data & Database Intelligence is an enterprise engineering pillar at SHIVAM ITCS specializing in High-Integrity Data Foundations for High-Speed Reasoning. It delivers high-concurrency production software engineered with PostgreSQL, Microsoft SQL Server & MySQL Performance Tuning, Vector Databases & Similarity Search (Qdrant, pgvector, Milvus, Pinecone), High-Speed Caching & In-Memory Distributed Ledgers (Redis Streams).”
AI models and modern applications are only as dependable as the database foundations beneath them. SHIVAM ITCS designs and tunes high-concurrency relational (PostgreSQL, SQL Server), vector (Qdrant, pgvector), and in-memory (Redis) database architectures. From multi-million row indexing optimizations to ACID double-entry accounting ledgers and hybrid BM25 lexical search pipelines, we ensure your data layer delivers sub-5ms query performance under extreme enterprise load.
Architectural Pillars of this Discipline
Hybrid Relational + Vector Storage (pgvector)
Consolidating relational business data and high-dimensional embeddings into a unified PostgreSQL engine, avoiding dual-database sync lag and reducing infrastructure overhead.
PostgreSQL Row-Level Security (RLS) Multi-Tenancy
Hardening tenant data segregation directly inside the database kernel with automated tenant session variables, guaranteeing full SOC 2 and HIPAA compliance.
In-Memory Semantic Caching & Write-Behind Queues
Deploying Redis clusters for sub-millisecond session state, semantic embedding cache hits, and asynchronous write-behind database persistence under heavy write bursts.
Engineering Delivery Framework
Query Profiling & Schema Normalization
Running pg_stat_statements and SQL Server Profiler to identify slow query plans, table scans, and lock contention hotspots.
Index Engineering & Partitioning Strategy
Designing composite B-tree, GIN, and HNSW indexes; implementing range/hash table partitioning for high-growth tables.
Read/Write Splitting & Replica Mesh
Configuring streaming replication with read-only replicas to offload heavy reporting and analytics queries from the primary transaction writer.
Automated Backup & Failover Verification
Setting up continuous Write-Ahead Log (WAL) archiving, point-in-time recovery (PITR), and automated multi-AZ failover testing.
CORE DISCIPLINE SPECIALTIES
One Shared Ideology. Three Specialized Perspectives.
Legacy modernization is not just code translation - it requires deep-tech runtime mastery, disciplined 7 R's delivery methodologies, and battle-tested production proof. Cross-navigate between our technology blueprint, service engagement model, and enterprise ERP case study below.
.NET 10 & Strangler Topology
Deep CLR architecture, YARP reverse proxy gateways, C# 13 microservices, and AI-assisted dependency extraction.
7 R's Modernization Service
Methodical 4-phase transformation delivery pods with guaranteed zero downtime and automated regression testing.
Manufacturing ERP Deep-Dive
16-week production migration of a 3-million-line legacy .NET Framework 4.8 monolith without a single second of factory downtime.
No risky big-bang rewrites. We place YARP reverse proxy gateways in front of legacy monoliths and incrementally cut over microservices.
Retire, Retain, Rehost, Replatform, Refactor, Rearchitect, and Rebuild. We optimize for highest business ROI with lowest risk.
Dual-running synchronization and shadow traffic verify state consistency before switching live factory or financial transactions.
Led by co-founders Ajay & Vijay Paliwal with continuous hands-on mastery from VB6/COM to modern containerized .NET 10 on Linux.
Featured Projects & Case Studies in this Discipline
HiveGPT - Enterprise Multi-LLM Orchestrator
Autonomous enterprise LLM orchestration engine with dynamic model routing, guardrails, and role-based knowledge retrieval.
Vectorless RAG - High-Precision BM25 & Lexical Semantic Engine
Low-latency, cost-effective document intelligence system utilizing BM25 ranking, structured metadata filters, and reranking without vector DB costs.
FinTech Core - Wealth Management & Payment Infrastructure
Secure financial transaction processor and portfolio analytics engine featuring microsecond ledgering and regulatory auditing.
Enterprise Architecture & System Topologies
Production architectural schematics, AI agent pipeline models, and zero-trust security topologies verified in mission-critical environments.
Enterprise AI Security & Governance Enforcement Topology
Regulated Enterprise AIMulti-layer governance architecture showing pre/post model guardrails, tenant boundary isolation, token rate quotas, and immutable audit trails.
Client Impact & Success
Real feedback from engineering leaders, CTOs, and founders across 15+ years of production deployments.
“Vijay and the SHIVAM ITCS AI team didn't just execute the project - they elevated our entire platform. Their ability to architect complex multi-agent state machines, eliminate latency bottlenecks, enforce zero-hallucination guardrails, and create an intelligent multi-LLM orchestration layer was extraordinary. The final delivery was resilient, battle-tested, and far beyond expectations. One of the strongest AI systems engineering teams in the industry.”
Data & Database Intelligence FAQ
Direct answers to architectural, technical, and operational questions.
Ready to Architect the Future of Your Enterprise?
Partner with SHIVAM ITCS to modernize legacy monoliths, deploy autonomous multi-agent meshes, or engineer zero-downtime cloud systems. Book an architectural discovery call with our lead architects today.