Our Capabilities
Comprehensive data platform solutions designed to transform your organization's data infrastructure and drive sustainable, measurable outcomes.
Databricks Architecture
Design and implement modern lakehouse architectures that scale.
MLOps & AI Implementation
Move from experimentation to production with confidence.
Data Engineering
Build robust data pipelines that your analysts and data scientists can trust.
Platform Assessment
Evaluate your data platform against the Macrostate framework—six well-architected pillars that cover operational excellence, security, reliability, performance, cost, and cognitive observability.
Platform Migrations
Migrate from legacy systems to modern lakehouse platforms without disrupting your business.
Training & Enablement
Transfer knowledge to your teams through hands-on workshops, architecture reviews, and embedded coaching.
Databricks Architecture
Design and implement modern lakehouse architectures that scale. From Unity Catalog migrations to multi-workspace strategies, we build data platforms that enable governance without sacrificing agility.
- Unity Catalog implementation and migration
- Multi-workspace design patterns
- Data governance frameworks
- Workspace cost optimization
- Medallion architecture design
MLOps & AI Implementation
Move from experimentation to production with confidence. We implement end-to-end ML pipelines using Mosaic AI, MLflow, and model serving infrastructure designed for reliability and observability.
- Mosaic AI / Foundation Model deployment
- RAG pipeline architecture
- MLflow registry and deployment patterns
- Feature engineering pipelines
- Model monitoring and drift detection
Data Engineering
Build robust data pipelines that your analysts and data scientists can trust. From streaming architectures to data quality frameworks, we create the infrastructure that makes analytics possible.
- Delta Lake implementation
- Structured Streaming pipelines
- Data quality automation
- Pipeline orchestration (DABs, Workflows)
- Performance optimization
Platform Assessment
Evaluate your data platform against the Macrostate framework—six well-architected pillars that cover operational excellence, security, reliability, performance, cost, and cognitive observability.
- Operational Excellence review
- Security & Compliance audit
- Reliability & Resilience analysis
- Cost Optimization assessment
- Cognitive Observability evaluation
Platform Migrations
Migrate from legacy systems to modern lakehouse platforms without disrupting your business. Whether it's Hive to Unity Catalog, on-prem to cloud, or competitive platform transitions.
- Hive Metastore to Unity Catalog
- On-premises to cloud migration
- Cross-cloud portability planning
- Legacy ETL modernization
- Zero-downtime migration strategies
Training & Enablement
Transfer knowledge to your teams through hands-on workshops, architecture reviews, and embedded coaching. We don't just deliver—we enable your organization to sustain and evolve.
- Databricks developer workshops
- Architecture design sessions
- Code review and mentoring
- Runbook and documentation creation
- Center of Excellence setup
Our Process
A proven methodology for delivering lasting results
Discovery
We assess your current state, understand your goals, and identify the highest-impact opportunities for improvement.
Design
We architect solutions using proven patterns, considering your constraints, timeline, and team capabilities.
Deliver
We implement iteratively, validating assumptions and adjusting as we learn. No waterfall surprises.
Evolve
We transfer knowledge and establish practices that let your team maintain and extend what we build together.
Ready to Transform Your Data Platform?
Let's discuss how Mementropy Labs can help you build a data infrastructure that scales with your ambitions.