IT leaders’ experiences with data lakes have been a roller coaster ride since their inception in 2010. To some, that roller coaster ride might resemble the canonical Hype Cycle graphic, trademarked by Gartner to show the maturity curve of technologies in a given category over time. This year’s Hype Cycle for Data Management report was just released, revealing that modern data lakes are poised to exit the Trough of Disillusionment and enter the Slope of Enlightenment in 2022.

HAProxy is one of the fastest and most widely-used load balancing solutions available today. If you’re already using HAProxy, or if you’re considering using HAProxy in your environment, then this is a great place to start. On this page, we discuss HAProxy logging and why logging is such a vital component of the load balancer implementation. We then take a deep dive into the logging offered by HAProxy.

We are pleased to announce the general availability of the Google Cloud Private Service Connect integration with Elastic Cloud. Elastic Cloud VPC connectivity is now available to all customers across all subscription tiers and cloud providers (AWS, Microsoft Azure, and Google Cloud).

Observability data, and especially log data, is immensely valuable for modern business. Making the right decision—from monitoring the bits and bytes of application code to the actions in the security incident response center—requires the right people to generate insights from data as fast as possible.

Rails is a classic on Ruby for a reason. The framework is powerful, intuitive and the language has a low entry bar. However, being designed when systems existed on a single server, standard Rails logging is excessively fractionalized. Even on a single server, a straightforward call can quickly turn into seven unique, unconnected logs.

The journey to becoming cloud-native comes with great benefits but also brings challenges. One of these challenges is the volume of operational data from cloud-native deployments — data comes from the cloud infrastructure, ephemeral application components, user activity, and more. The increased number of data sources does not only increase datapoint volume – it also requires that monitoring systems store and query against data with higher cardinality than ever before.

Ensuring a seamless customer experience is a growing challenge for digital technology providers. Yet, as functionality and a customer base scale, predictability can become challenging.

Security is a top-of-mind topic for software companies, especially those that have experienced security breaches. Companies must secure data to avoid nefarious attacks and meet standards such as HIPAA and GDPR. Audit logs record the actions of all agents against your Elasticsearch resources. Companies can use audit logs to track activity throughout their platform to ensure usage is valid and log when events are blocked.

Have you ever glanced at your logs and wondered why they don't make sense? Perhaps you've misused your log levels, and now every log is labelled "Error." Alternatively, your logs may fail to provide clear information about what went wrong, or they may divulge valuable data that hackers may exploit. It is possible to resolve these issues!!!

Log management has been around for a long time, but how we manage our logs has changed profoundly over the years. For effective log management, there are times when you may have to trade off the new for the old, and vice versa. A clear understanding of log agents and log libraries will help assess what works best for different applications and infrastructures.