Blog

Knowledge from real projects.

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

89 Articles

Data platform
Ailio
Latest article

Kafka Implementation: Effort, Architecture and Operating Model

Plan your Kafka implementation: define architecture, topics, schemas and ownership, compare managed services with self-hosting, and assess consulting proposals.

02 October 2026 · 6 min read

Data & AI
Ailio

AI Document Processing: When Is It Worth the Investment?

AI document processing: Compare OCR, rules and language models. Learn when automation pays off, which risks matter and where human review remains essential.

01 October 2026 · 7 min read

Governance & law
Ailio

Unity Catalog Permissions: Planning Roles and Data Access

Plan Unity Catalog permissions with clear catalogs, schemas, groups and service principals. Learn how to grant access, test controls and review privileges.

30 September 2026 · 7 min read

Data platform
Ailio

Microsoft Fabric Costs: Which Capacity Do You Need?

Understand Microsoft Fabric costs: Learn how capacity, utilization, storage and Power BI licenses shape your budget, and prepare a practical capacity test.

29 September 2026 · 6 min read

Data platform
Ailio

Industrial Kafka Use Cases: When Is Real-Time Data Worth It?

Explore industrial Kafka use cases: learn when machine monitoring, order tracking and inventory synchronization need real-time data rather than batch.

28 September 2026 · 6 min read

Data platform
Ailio

Migrating Power BI to Microsoft Fabric: What Stays, What Changes

Migrating Power BI to Microsoft Fabric? Learn which reports and models you can keep and when data storage, pipelines and permissions need to change first.

25 September 2026 · 6 min read

Data platform
Ailio

Databricks Costs: How to Budget for Implementation and Operations

Plan Databricks costs with confidence: Learn how to budget for compute, cloud infrastructure, implementation and operations, and compare vendor proposals.

23 September 2026 · 6 min read

Data & AI
Ailio

Digital pioneers in the AI ​​race: Why scalable operationalization is still the key to success

AI in practice: Why digital pioneers still have some catching up to do when it comes to scalable AI The integration of artificial intelligence into companies is one of the central challenges of today's economy. A new international study by the Economist on the topic “Making AI deliver: A benchmarking framework on how leading companies operationalize AI for impact” offers exciting insights: In particular, digital […]

05 May 2026 · 4 min read

Data & AI
Ailio

Plain text on AI scaling: Why traditional companies are ahead of digital natives when it comes to operationalization

Plain text on AI scaling: Why digital natives are ambitious, but traditional companies are ahead when it comes to operationalization Artificial intelligence (AI) and data science are no longer a dream of the future - they now shape numerous business models. Digital pioneering companies in particular, the so-called “digital natives”, are setting ambitious goals for the use of AI. But a current, cross-industry study by the Economist shows: Although […]

05 May 2026 · 3 min read

Industrial AI
Ailio

How digital pioneers scale AI - and why traditional industries are often more successful when it comes to sustainable operationalization

How digital pioneers scale AI - and why traditional industries are often further ahead. As AI transformation accelerates, the question for many companies is no longer whether, but how artificial intelligence can be anchored in their own company in an efficient and scalable manner. A current, cross-industry survey of more than 1,200 international managers shows excitingly: While digital […]

05 May 2026 · 4 min read

Data platform
Ailio

Microsoft Fabric 2026: Innovations, self-service and maps – This is how the platform revolutionizes your data strategy

Microsoft Fabric 2026: The future of data analysis and integration for companies Author: Ailio GmbH - your expert for data science, AI and modern data platform As part of FabCon and SQLCon 2026, Microsoft presented the next major evolutionary step for the Fabric platform. These innovations promise far-reaching benefits for companies that value innovative data analysis, flexible [...]

20 March 2026 · 3 min read

Data platform
Ailio

Microsoft Fabric Maps: Revolutionary cloud solutions for geospatial analysis, AI and real-time analytics

Microsoft Fabric Maps: New standards for geospatial data analysis in the cloud The possibilities for analyzing and visualizing geospatial data have undergone enormous innovations in recent years. With the general availability of Maps in Microsoft Fabric, Microsoft is taking a significant step toward making it easier for businesses of all sizes to access powerful geospatial analytics - without […]

20 March 2026 · 4 min read

Data platform
Ailio

What's new in Databricks in 2026?

Innovations at Azure Databricks: The journey to the intelligent lakehouse for the era of AI agents Databricks is solidifying its position as a leading platform through a series of strategic innovations aimed at even more closely integrating data engineering, analytics and AI. The focus is on the democratization of data recording, a new operational database for AI applications and deep integrations […]

20 March 2026 · 4 min read