Blog

Knowledge from real projects.

No trend reports, just what actually worked in our projects – and what didn't.

118 Articles

Data platform
Ailio
Latest article

Databricks vs Snowflake: How to Compare Your Workloads

databricks vs snowflake: Compare SQL, Data Engineering, ML, governance and operations using repeatable workload tests and transparent cost assumptions.

12 November 2026 · 6 min read

Data platform
Ailio

Databricks Consulting: Solve Six Implementation Roadblocks

Databricks consulting for stalled projects: Learn how to resolve access issues, manage dependencies, control costs and prepare a reliable production handover.

11 November 2026 · 6 min read

Data platform
Ailio

SAP Data in Microsoft Fabric: Choose the Right Integration Path

SAP data in Microsoft Fabric: compare integration paths, freshness and licensing requirements. Use a decision matrix to scope a focused integration test.

10 November 2026 · 6 min read

Data & AI
Ailio

Enterprise RAG Applications: Which Architecture Do You Need?

Compare enterprise RAG architectures for documents and structured data. Learn how access rights, data freshness and integration effort shape your choice.

09 November 2026 · 7 min read

Data & AI
Ailio

Data Mesh: When Does Decentralized Data Ownership Pay Off?

When does Data Mesh pay off? Assess team readiness, domain boundaries and data product costs, and learn how it complements a Data Lakehouse architecture.

06 November 2026 · 6 min read

Data platform
Ailio

Databricks Landing Zone Azure: What Must Be Ready Before Launch

databricks landing zone azure: Check identities, networking, storage and IaC with a technical readiness checklist before approving your production launch.

05 November 2026 · 7 min read

Data platform
Ailio

Data Engineering: How to Make Data Pipelines Acceptance-Ready

Data engineering: Define data contracts, automated tests, restart procedures and operational documentation with a practical pipeline acceptance checklist.

04 November 2026 · 7 min read

Strategy
Ailio

AI Strategy for Mid-Sized Businesses: A Roadmap with Decision Gates

Develop an AI strategy for your mid-sized business: update your roadmap with decision gates, clear ownership and stop criteria. Explore Ailio’s advisory support.

03 November 2026 · 6 min read

Generative AI
Ailio

Deploying LLMs in Your Business: Cloud or Self-Hosted?

Deploy LLMs in your business: compare managed services, private cloud and on-premises options by data flows, model quality, latency and total cost.

02 November 2026 · 6 min read

Business Intelligence
Ailio

Optimize Power BI Performance: Find Bottlenecks Systematically

Optimize Power BI performance by identifying bottlenecks in your data model, DAX, visuals, data sources and capacity, then prioritize measurable improvements.

30 October 2026 · 7 min read

Data platform
Ailio

Data Lakehouse: When Is It Right for Your Data Architecture?

Data lakehouse or data warehouse? Compare BI, Machine Learning, data types and operational effort to choose the right architecture for your business needs.

29 October 2026 · 6 min read

Data platform
Ailio

Microsoft Fabric Implementation: Your Path to Go-Live

Plan your Microsoft Fabric implementation with clear acceptance criteria for workspaces, data ingestion, semantic models and a reliable operational handover.

28 October 2026 · 7 min read

Data & AI
Ailio

AI Agents in Business: When Is a Pilot Worthwhile?

Assess AI agents for your business with a practical decision matrix. Compare workflows, assistants, costs and risks before committing to a focused pilot.

27 October 2026 · 6 min read