— 01 · TECHNOLOGY · DATABASE

Every bit in its place,
accessible in milliseconds.

Your database is the heartbeat of your application. We design schemas that scale, optimize queries that fly, and architect data pipelines that stay reliable under load.

8
01 / DATABASE SYSTEMS
Petabyte+
02 / DATA MANAGED
99.99%
03 / AVAILABILITY SLA
<100ms
04 / QUERY LATENCY TARGET
— 02 · THREE DATABASE PARADIGMS

Relational, document, and cache—
polyglot by design.

One size does not fit all. Relational databases excel at transactions and joins. Document stores offer flexibility and scale. Caches deliver speed. We combine them into a cohesive architecture. Explore our full web development practice.

01 · PARADIGM

Relational databases

PostgreSQL, MySQL, Oracle—ACID transactions, complex joins, and data integrity. Built for structured data and reporting.

02 · PARADIGM

Document stores

MongoDB, Firebase—flexible schemas, horizontal scaling, and nested data. Ideal for semi-structured content and real-time apps.

03 · PARADIGM

Key-value & cache

Redis, DynamoDB, Memcached—ultra-fast lookups and ephemeral storage. Perfect for sessions, caches, and leaderboards.

— 03 · RELATIONAL DATABASES

PostgreSQL, MySQL,
built for ACID.

Structured data, complex queries, and transactional integrity. PostgreSQL's advanced features (JSON, arrays, CTEs) and MySQL's wide deployment make them the backbone of most production systems.

PostgreSQL

Open-source, ACID, advanced features (JSON, arrays, CTEs)

MySQL

Wide deployment, reliable, community support

Oracle

Enterprise scale, complex queries, optimization tools

Microsoft SQL Server

.NET ecosystem integration, T-SQL

MariaDB

MySQL fork, feature-rich, open-source

AWS RDS/Aurora

Managed relational—scale, backup, replica automation

— 04 · DOCUMENT & REALTIME

MongoDB, Firebase,
flexible and fast.

Document stores excel at nested data, flexible schemas, and horizontal scaling. Realtime databases synchronize state across clients without manual polling. Learn more about our data pipeline and analytics practice.

MongoDB

Document store, flexible schema, aggregation pipeline

Firebase

Realtime sync, auth built-in, NoOps—pay per read/write

DynamoDB

AWS serverless, millisecond latency, pay per request

Firestore

Google's document store—nested collections, real-time

CouchDB / Couchbase

JSON docs, replication, multi-master sync

Elasticsearch

Search and analytics—full-text, aggregations, dashboards

— 05 · SPECIALIZED SYSTEMS

Redis, Neo4j, BigQuery—
domain-specific powerhouses.

In-memory caches for speed, graph databases for relationships, time-series databases for analytics. Each solves a specific problem better than a general-purpose database.

Redis

In-memory cache, pub/sub, atomic operations

Neo4j

Graph database—relationships, social networks, recommendations

ClickHouse

Time-series OLAP—billions of rows, analytical queries

Cassandra

Distributed, geo-replicated, high write throughput

BigQuery

Google's petabyte warehouse—SQL on massive datasets

Snowflake

Cloud data warehouse—separate compute, storage, scaling

— 06 · WHY OUR DATABASE PRACTICE

Data that scales,
stays secure, and endures.

Every database design anticipates growth, prioritizes consistency, and remains operable ten years from now.

01 · BENEFIT

Right tool for every pattern

Relational for ACID transactions, NoSQL for scale and flexibility, graph for relationships, cache for speed. Polyglot persistence without chaos.

02 · BENEFIT

Bulletproof data integrity

ACID guarantees where needed, constraint enforcement, foreign keys, and transactions. Your data stays consistent even during failures.

03 · BENEFIT

Query optimization at scale

Indexing strategy, query planning, query result caching, and read replicas. Serve millions of queries per second without breaking the bank.

04 · BENEFIT

Zero-downtime schema evolution

Add columns, rename fields, backfill data—all while the app keeps running. Tested migration scripts, rollback procedures built in.

05 · BENEFIT

Secure by default

Encryption at rest, TLS in transit, least-privilege roles, audit logging, and automated backups. Compliance (GDPR, HIPAA) baked in.

06 · BENEFIT

AI-driven optimization

Query analysis, missing index detection, slow query profiling, and cardinality estimation. Machines find what humans miss.

— 07 · DATABASE QUESTIONS

Answered by our
database engineers.

01Should we use SQL or NoSQL?
SQL (PostgreSQL, MySQL) for structured, transactional data—orders, users, financial records. NoSQL (MongoDB, Firebase) for flexible schemas and horizontal scaling—real-time feeds, user-generated content. Many projects use both.
02How do you handle database scaling when data grows to millions of rows?
Indexing on access patterns, read replicas for query scale, write scaling via sharding or document partitioning, caching layers (Redis), and archiving cold data. We measure and optimize incrementally.
03What's your approach to database migrations and schema changes?
Versioned migrations, backward compatibility checks, feature flags, and rollback procedures. We test on production-sized data and deploy during low-traffic windows with a rollback ready.
04How do you ensure backups and disaster recovery?
Automated daily backups with point-in-time recovery, geographically distributed replicas, and tested restore procedures. RPO < 1 hour, RTO < 15 minutes.
05Can you help optimize a slow database?
Yes. Query profiling, execution plan analysis, missing index identification, and transaction isolation tuning. Often 10x speedups without hardware changes.
06How do we handle personally identifiable information securely?
Encryption at rest (AES-256), TLS in transit, field-level encryption for PII, role-based access control, and audit logging. GDPR right-to-be-forgotten compliance.
— 08 · ARCHITECT YOUR DATA LAYER

Schemas that scale,
in weeks.

One discovery call to understand your data model, a normalized schema, and a working data pipeline with backups and replication. Ready for millions of rows.

hello@indianic.comWhatsApp Chat
RESPONSE TIME
< 4 hours
NDA
On request
FREE POC
3 – 5 days
TRUST
SOC 2 · ISO 27001