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Architect for today. Scale for tomorrow

Builds high-performance data lakes and warehouses with elastic compute, governed access, and AI-readiness.

Why lakes still matter

Centralized, scalable, cloud-first

Gartner notes: “By 2026, 50% of enterprises will have migrated from traditional EDWs to lakehouse-based architectures.”

Our lakehouse architecture

Designed for intelligence and control

Calsoft engineers lakehouse ecosystems with the following components:

Ingestion Kafka, Kinesis, Azure Event Hub, Debezium
Storage S3, ADLS, GCS with Delta/Parquet/Iceberg formats
Metadata & Catalog Unity Catalog, AWS Glue, Hive Metastore
Processing Spark, Presto, Databricks, BigQuery
Access & Governance Role-based access, row/column masking, tokenization
AI Integration MLflow, Vertex AI, LangChain, LlamaIndex

Warehouse Modernization

From monoliths to modular compute

If you’re running legacy warehouses (like Teradata, Oracle DW, Netezza, SAP BW), Calsoft offers:

Cloud warehouse migration (Snowflake, BigQuery, Redshift, Azure Synapse)
Table format unification with Delta/Iceberg/Hudi
SQL optimization and materialized view migration
Auto-scaling compute with cost governance
Streaming + batch hybrid support

Governance built-in

Not just storage. Governed intelligence

Calsoft infuses privacy, auditability, and control into every layer:

Lineage-aware ingestion with metadata capture

Policy-as-code access management (Apache Ranger, Unity, Purview)

Field-level encryption/tokenization of sensitive attributes

Lifecycle and retention rules by domain or business unit

AI-ready quality scoring at ingest

Business impact

Business impact

Lakes that serve business. Not just store data

MetricEnterprise Gains with Calsoft
Query cost per TB
↓ 42%
Time to onboard new source
↓ 60%
AI/ML model readiness of data
↑ 3.2x
Redundant storage copies
↓ 55%
Governance violation risk
↓ 70%

How to start

Modernize what you have. Architect what you need

Workload Assessment

Evaluate your current EDW, storage, and access models.

Lakehouse Blueprinting

Design optimal ingestion, processing, and metadata layers.

Governed Rollout

Secure by design, with access, masking, and retention aligned to business roles.

Incremental Migration

Move in phases—based on domain, usage, or risk priority.

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Ensure accuracy and consistency with clean, unified data

Data Lake Creation Services – Calsoft Inc.