Data Warehousing and Data Lakes
Create a Single Source of Truth You Can Rely On
Build modern data warehouses and lakes that unify your data ecosystem, enabling real-time analytics and AI-driven insights across your entire organization.
Data warehousing combines structured data from multiple sources into a centralized repository optimized for analytics and reporting. Modern data lakes extend this capability by storing raw, unstructured, and semi-structured data at scale. Together, they form the foundation for advanced analytics, machine learning, and business intelligence.
Organizations need these solutions to break down data silos, enable self-service analytics, and support data-driven strategies. The right architecture choice for a warehouse or lake depends on your specific use cases, data types, and analytical requirements.
We architect and implement modern data storage solutions that balance performance, scalability, and cost-efficiency.
Technologies and Tools We Use
- Data Lake Platforms
- Cloud Data Warehouses
- Processing & Compute Engines
- Data Formats and Catalogs
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We architect and implement modern data storage solutions that balance performance, scalability, and cost-efficiency.
Architecture Assessment
Evaluate current data landscape, identify requirements, and design optimal warehouse/lake architecture
Platform Selection
Compare cloud platforms and technologies based on your workload patterns and budget constraints
Schema Design
Create dimensional models, partition strategies, and optimize storage formats for query performance
Migration & Implementation
Execute phased migration from legacy systems with minimal business disruption
Performance Optimization
Implement clustering, materialized views, and caching strategies for sub-second queries
Governance & Operations
Establish data quality rules, access controls, and monitoring for continuous optimization
Unified Analytics Platform
Consolidate disparate data sources into a single source of truth. Enable consistent reporting and eliminate conflicting metrics across departments.
Elastic Scalability
Scale compute and storage independently to handle peak workloads. Pay only for resources you use with cloud-native architectures.
Real-Time Insights
Support streaming data ingestion and near real-time analytics. Enable operational dashboards and instant business monitoring.
Cost Optimization
Reduce infrastructure costs by 40-60% through intelligent tiering and compression. Eliminate over-provisioning with auto-scaling capabilities.
Self-Service Analytics
Empower business users with direct data access through familiar tools. Reduce IT bottlenecks and accelerate time to insights.
Future-Ready Architecture
Build on open formats and standards to avoid vendor lock-in. Support emerging use cases like machine learning and AI workloads.
Legacy System Migration
Challenge: Migrating from on-premise data warehouses without disrupting daily operations.
Solution: We implement phased migration strategies with parallel running and automated validation.
Query Performance Issues
Challenge: Slow dashboard loads and report timeouts impacting business decisions.
Solution: We optimize table design, implement intelligent caching, and tune compute resources.
Data Swamp Prevention
Challenge: Data lakes becoming unusable due to poor organization and lack of governance.
Solution: We establish clear zone architecture, cataloging, and automated data quality monitoring.
Rising Cloud Costs
Challenge: Unpredictable and escalating cloud data platform expenses.
Solution: We implement cost controls, automated scaling policies, and usage optimization strategies.
Complex Data Integration
Challenge: Integrating hundreds of data sources with different formats and update frequencies.
Solution: We design flexible ingestion frameworks supporting batch, micro-batch, and streaming patterns.
Compliance Requirements
Challenge: Meeting GDPR, CCPA, and industry-specific data privacy regulations.
Solution: We implement data masking, encryption, and automated compliance reporting capabilities.
Enterprise Data Warehouses
Structured repositories optimized for business intelligence and reporting. Best for organizations with well-defined schemas and SQL-based analytics needs.
Cloud Data Lakes
Scalable storage for raw data in native formats. Ideal for organizations collecting diverse data types for exploration and machine learning.
Lakehouse Architectures
Unified platforms combining warehouse reliability with lake flexibility. Perfect for organizations wanting ACID transactions on data lake storage.
Hybrid Architectures
Multi-cloud and hybrid cloud-on-premise solutions. Suitable for organizations with data sovereignty requirements or existing investments.
Real-Time Analytics Platforms
Stream processing architectures for operational intelligence. Essential for businesses requiring instant insights from continuous data flows.
Departmental Data Marts
Focused subsets of enterprise data for specific business units. Effective for accelerating department-specific analytics and reducing costs.
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Cloud-Native Expertise: Deep expertise across AWS, Azure, and GCP data platforms. Certified architects with proven migration experience.
Vendor-Agnostic Approach: Objective platform recommendations based on your needs, not vendor relationships. Multi-cloud capabilities for avoiding lock-in.
Performance Focus: Average 10x query performance improvement over legacy systems. Specialized optimization for complex analytical workloads.
Cost-First Design: Architectures that typically reduce total cost of ownership by 40%. Transparent pricing models with predictable scaling costs.
Rapid Implementation: Operational data platforms within 12-16 weeks using accelerators. Pre-built templates and automation frameworks.
Continuous Innovation: Regular platform updates incorporating latest features and best practices. Proactive recommendations for emerging technologies.
Case Study
Highlighting Our Data Engineering Expertise:
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Our Data Engineering Roles
A Selection of Our Software Development Roles and What They Will Deliver for You