Operations | Monitoring | ITSM | DevOps | Cloud

10 Best Snowflake Monitoring Tools (Updated 2026)

Snowflake is a cloud data platform designed for large-scale analytics, data warehousing, and data processing. It allows teams across an organization to run multiple data workloads on a single platform without managing infrastructure. Snowflake’s architecture is also unique. Compute and storage are completely independent and highly elastic. However, Snowflake’s per-second pricing and elastic compute model make costs highly sensitive to usage.

The Complete Guide to Kubernetes Cost Optimization

Kubernetes has revolutionized modern computing infrastructure, offering organizations near-infinite scalability, unparalleled agility in deploying new applications, and enhanced security. However, as enterprise cloud adoption continues to accelerate, that agility often comes with an unintended and costly side effect: skyrocketing cloud bills.

From Observability to Action: How Product Analytics Is Closing the Loop in Modern Operations

Over the past decade, observability has become a cornerstone of modern operations. Metrics, logs, and traces have given teams unprecedented visibility into how systems behave under real-world conditions. Infrastructure can be monitored in real time, incidents can be detected faster, and performance bottlenecks can be diagnosed with increasing precision. But for all its progress, observability still leaves an important question unanswered.

Kubernetes Cost Optimization Install | How to Quickly Download Pepperdata Software on Your Own

Installing kubernetes cost optimization software is typically time consuming and a drain on engineering teams. Pepperdata’s self-service install can get you started optimizing with just a few steps – completely on your own.

Unifying Telemetry in Battery Energy Storage Systems

Battery energy storage systems (BESS) play a critical role in modern energy infrastructure. Utilities rely on these systems to balance renewable generation, stabilize grid operations, and respond to changing electricity demand. As deployments scale in size and complexity, operators require continuous insight into battery health, system performance, and grid interaction. Operators rely on telemetry generated across several operational platforms.

What does the IBM acquisition of Confluent mean for the future of streaming and Kafka?

On December 8th, 2025, IBM announced a definitive agreement to acquire Confluent in a deal valued at $11 billion. It is a massive moment for our industry. The acquisition was finalized on March 17th, 2026. For some, this looks like a safe bet; a way for enterprise giants to finally "get" real-time data. But for those of us who have spent our careers in open source software and data infrastructure, it feels different. There’s a sense of wondering “when is the other shoe going to drop?”.

A New Scale Tier for Amazon Timestream for InfluxDB

InfluxDB 3 on Amazon Timestream for InfluxDB now scales to 15-node clusters, unlocking higher ingestion, greater query concurrency, and real-time performance at scale. In this video, PM Pete Barnett breaks down what this means for high-resolution, high-velocity workloads, and how you can scale from Core to Enterprise with zero downtime or data migration.

Announcing Aiven for Valkey 9 and Multi-Version Support

Experience major throughput gains, granular data control and more control over when you upgrade. We are excited to announce two major updates to Aiven for Valkey: support for the highly anticipated Valkey 9 and the introduction of multi-version support. Whether you are running large-scale clusters or managing complex data structures, these updates provide the throughput, granular data control and deployment flexibility you need.

MySQL, from "Hello World" to High Availability

Whether you’re spinning up your first relational database or running a global e-commerce platform, Aiven for MySQL provides the performance and reliability you need. In the world of open-source databases, MySQL is the engine behind millions of applications, and at Aiven, we believe managing it shouldn't keep you up at night. Our platform is built to grow with you, from when you're just getting started all the way through to enterprise scale.

A New Scale Tier for Time Series on Amazon Timestream for InfluxDB

When we first announced the availability of InfluxDB 3 Core and Enterprise on Amazon Timestream for InfluxDB last year, we set a new standard for managed time series on AWS. We gave developers a simple way to harness high performance at scale while removing the burden of infrastructure management. But as our customers have taught us, “at scale” is a moving target. Across Industrial IoT, physical AI, and real-time observability, data is growing in both volume and resolution.