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Data Engineering & AI/ML Consulting

Data, engineered in layers you can trust.

SM Info Solutions Inc builds and hardens the data platforms underneath serious decisions — from raw ingestion through governed, production-grade lakehouse architecture on Databricks.

TRUSTED REFINED RAW
What we build

Three layers, one platform

Every engagement moves data through the same discipline — from whatever state it arrives in, to something a business can finally rely on.

Raw

Data Engineering & Pipelines

Ingestion and orchestration built to hold up under real production load.

  • Batch & streaming ingestion
  • ETL/ELT pipeline design
  • Workflow orchestration
  • Legacy system migration
Refined

Lakehouse & Databricks Architecture

Unified, governed platforms that scale with the business, not against it.

  • Databricks & Delta Lake implementation
  • Unity Catalog & data governance
  • Performance & cost optimization
  • Platform migrations to Databricks
Trusted

AI/ML Enablement

Turning a governed data foundation into models people actually use.

  • ML pipeline & feature engineering
  • Model deployment & MLOps
  • Applied AI/ML advisory
  • Analytics enablement
Depth, not guesswork

Built on real delivery experience

Two decades across enterprise data platforms translates into judgment — knowing which architecture decisions actually hold up once something is in production.

Representative work

  • Migrated legacy on-prem and cloud data warehouses to Databricks Lakehouse architecture
  • Built governed batch & streaming ETL/ELT pipelines integrating enterprise SaaS APIs into Unity Catalog
  • Implemented GenAI/RAG pipelines using Vector Search, MLflow, and Model Serving
  • Delivered Power BI semantic models, row-level security, and executive dashboards
  • Automated cloud & Databricks infrastructure provisioning via Terraform and CI/CD
  • Established governance, lineage, and access-control frameworks across lakehouse platforms

Industries served

  • Healthcare & Pharma Distribution
  • Financial Services & Asset Management
  • Technology & Cloud Platforms
  • Semiconductors
  • Retail & Consumer Electronics

Technologies

  • Databricks
  • Unity Catalog
  • Delta Lake
  • Azure Synapse
  • Snowflake
  • Power BI
  • PySpark / Spark SQL
  • MLflow
  • Mosaic AI
  • Terraform
  • Azure Data Factory
  • CI/CD

Certifications

  • Databricks Certified GenAI Engineer Associate
  • Azure Data Engineer Associate
  • Power BI Data Analyst Associate
  • Snowflake SnowPro / Advanced Architect
SM
Leadership

Srikanth Mannam

Enterprise Cloud Solutions Architect

20+ years modernizing enterprise data platforms across Azure and AWS.

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About

A practice built around delivery experience, not headcount

SM Info Solutions is a boutique data engineering and AI/ML consulting practice, built around 20+ years of enterprise data platform delivery experience. Engagements are led hands-on, grounded in architecture decisions that have actually held up in production — not theory.

The focus is narrow on purpose: Databricks-based lakehouse architecture and the governed AI/ML work that depends on it being solid. That means fewer clients, and more depth on each one.

SM Info Solutions Inc is a California-based S corporation.

Contact

Let's talk about your data platform.

Whether it's a new Databricks build-out or a pipeline that needs to stop breaking at 2am — reach out directly.