“Whereas manufacturing has helped push for increased standardization and consistency. For that team, it’s important to understand and compare efficiency levels across teams using metrics like takt time, a rate that may be calculated differently depending on the product being built and the process for building it. But for all teams data reliability is paramount.”
“Monte Carlo’s ease of use really stood out. It was a huge benefit to have it set up and start working automatically as opposed to having to manage a full infrastructure that would require a full time data engineer dedicated to it. It’s advantageous to have monitoring, documentation, and lineage all wrapped together in the same cohesive UI instead of hopping from tool to tool."

Acceldata has created the world's first Data Observability Cloud, helping data-driven enterprises achieve operational excellence, innovation agility, and higher returns on data investment. Modern enterprises increasingly rely on embedded analytics and AI systems to power their business operations and decisions. Building, operating, and optimizing these systems, however, can be overwhelming. Traditional monitoring tools, while effective for web applications and microservices, don’t provide sufficient insight into distributed data, processing, and pipelines. Acceldata's data observability tools use purpose-built analytics and monitoring to optimize embedded AI and analytics workloads.
Datafold builds tools for automating analytical data quality management. It helps companies extract more value from their analytical data by automating Data Engineering workflows like data quality monitoring. It also simplifies data QA by enabling instant table comparison and profiling. They help Data teams find, understand, test and monitor data so they can focus on what matters - effective analytics.
LightStep’s mission is to deliver insights that put organizations back in control of their complex software applications. Its first product, LightStep [x]PM, is reinventing application performance management. It provides an accurate, detailed snapshot of the entire software system at any point in time, enabling organizations to identify bottlenecks and resolve incidents rapidly.











