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We don't usually give top scores lightly, but our experience with Databricks has been genuinely very strong. From the initial implementation through to ongoing support, they've been reliable, easy to work with, and clearly invested in making the platform successful for us, not just selling the technology.

We use Astro for workflow standarization and process visibility across the board. Overall, the experience has been positive; it reduced manual effort and made it easier to automate repetitive tasks. Previously, we were using self-hosted Apache Airflow, wich consumed not only financial resources (AWS infraestructure) but also significant operational time from our infraestructure team, wich we are now saving. We encontred some initial issues during implementation, mainly related to the initial dabase config with AWS. However, after resolving those issues, we did not experience futher problems.

Overall experience using this product has been smooth. Data visualization has been easy with this tool and data analysis is so much more accessible to any new user.

IBM databand was an observability program that offered excellent observability and data management. It had a neat dashboard and allowed us to continuously monitor the things that we needed to monitor without issue. It allowed us to predict delays of many types and optimize our business processes.

DataOps is reliable, easy to use and connect with other tools

Honestly, watsonx.data has made a real difference in how I work. There was a learning curve at first — I remember feeling a bit overwhelmed by everything it could do — but once things clicked, it started to feel like a genuine partner in my research rather than just another tool I had to manage. What I value most is the time it has given back to me. Data prep used to eat into hours I would rather spend thinking — interpreting results, following up on interesting patterns, doing the parts of research that drew me to this work in the first place. Now that process feels lighter, more reliable, less like a chore standing between me and the science. It is not just about efficiency. It is about being able to show up for my research with more energy and attention where it actually matters.

I Have had a good Experience using Datamates for assisting with data-related tasks and improving productivity. It helps simplify workflows and provides useful suggestions for handling data operations. The Platform is helpful in Day to Day usage, although some features take time to fully understand initially.

Best product for product managers to get complete control and visibility into notifications. Implement quickly with no need to go through sprint cycles for creating and iterating notifications.