Thought Leadership

The Road Forward Is the Road Back: My Return to Treeverse

Barak Amar
March 17, 2025

When I first joined lakeFS by Treeverse in 2020, we were just four engineers building an open-source solution for data versioning. It was exhilarating—being part of something from the ground…

Machine Learning

How lakeFS Solves AI Infrastructure Challenges in Regulated Sectors

Nadav Steindler
March 3, 2025

As companies race to adopt AI technology, many firms in highly-regulated fields such as Healthcare, Financial Services, and Defence are at risk of being left behind. How is it possible…

What is Metadata? Examples, Benefits & Best Practices

Tal Sofer
February 26, 2025

What is the key element that guarantees all data published on portals is discoverable, comprehensible, reusable, and interoperable for people and technology like AI? You guessed right; it’s metadata. Metadata…

The Holy Trinity of ML Reproducibility

Oz Katz
February 25, 2025

Reproducibility is a fundamental challenge in building reliable machine learning (ML) models and AI applications. It’s not just about debugging a model when it fails in production; it’s also about…

How to Avoid Data Breaches by using RBAC

Amit Kesarwani
February 18, 2025

Introduction Role-Based Access Control (RBAC) is an effective way to minimize the risk of data breaches by ensuring users only have access to the data and systems necessary for their…

What is GPU Utilization? Benefits & Best Practices

Tal Sofer
February 17, 2025

GPUs are blazingly fast, but many teams struggle to keep them running at peak performance. A recent poll on AI infrastructure shows that maximizing GPU use is a top priority,…

Easier GDPR With lakeFS

Iddo Avneri
February 12, 2025

The General Data Protection Regulation (GDPR) imposes strict requirements on how organizations collect, store, and manage personal data. Businesses must ensure data security, auditability, and access control while minimizing unnecessary…

Product

Clients at REST: the lakeFS Compatibility Story

Ariel Shaqed (Scolnicov)
February 9, 2025

As a user of lakeFS, you probably started by using its web interface. But as an object store, lakeFS is also a server that uses storage and is used by…

Best Practices

Top 12 Data Science Tools to Consider in 2026

Idan Novogroder
January 23, 2025

The growing volume and complexity of organizational data and its critical role in decision-making inspire organizations to invest in people, processes, and technology to unlock value from data assets. Data…

Garbage In, Garbage Out: Why Data Quality Is Key For ML Model Development & Training

Idan Novogroder
January 21, 2025

If you put garbage in, you’re likely to get garbage out. This phrase rings particularly true in the era of Generative AI, where models keep hallucinating despite the time and…

Top Data Lineage Tools for 2025 and Their Benefits

Iddo Avneri
January 14, 2025

Data lineage tools make it easier for teams to track the transfer of data across several systems, databases, and applications. Ultimately, this translates into better capabilities around understanding and handling…

The lakeFS Blog