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Circonus Introduces Analytics Query Language

Circonus announced the availability of Circonus Analytics Query Language (CAQL) for customized analytics that deliver deep operational and business intelligence. Optimizing IT operations is becoming a Big Data problem for more organizations as the amount of data generated from operations, engineering, customers, and the rest of the business explodes. Tackling this problem and moving beyond to turn it into a competitive advantage requires the next generation of IT monitoring and management fueled by analytics and machine learning tools that can quickly process massive amounts of data to deliver actionable intelligence. “Circonus is committed to equipping our customers with everything they need to win in today’s competitive digital world,” said Heinrich Hartmann, Chief Data Scientist for Circonus. “We hope CAQL will be an invaluable tool for them - flexible enough to allow them to ask any question they can think of and powerful enough to quickly glean the insights hidden in a massive amount of their own data.” “"With CAQL, Circonus extends its advanced analytics offerings even more,” said Matt Ryanczak, VP Technical Operations, Sparkpost/Message Systems.” Now, I can dive deep into my data and display precisely the information that helps me run the business." Example Applications of CAQL: - Compare metrics to historic values with delayed ratios - Compute the Availability-% over e.g. the last day - Find anomalies in low-frequency data - Monitor SLAs by computing quantiles and rates over Histogram metrics “Every business is unique,” said Hartmann. “CAQL allows customers to generate their own queries, tailored to their own business needs, for complex transformation of collected data. You can fine-tune visualizations and derive more information from your data.” CAQL is available now.

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Circonus Introduces Analytics Query Language

Circonus announced the availability of Circonus Analytics Query Language (CAQL) for customized analytics that deliver deep operational and business intelligence. Optimizing IT operations is becoming a Big Data problem for more organizations as the amount of data generated from operations, engineering, customers, and the rest of the business explodes. Tackling this problem and moving beyond to turn it into a competitive advantage requires the next generation of IT monitoring and management fueled by analytics and machine learning tools that can quickly process massive amounts of data to deliver actionable intelligence. “Circonus is committed to equipping our customers with everything they need to win in today’s competitive digital world,” said Heinrich Hartmann, Chief Data Scientist for Circonus. “We hope CAQL will be an invaluable tool for them - flexible enough to allow them to ask any question they can think of and powerful enough to quickly glean the insights hidden in a massive amount of their own data.” “"With CAQL, Circonus extends its advanced analytics offerings even more,” said Matt Ryanczak, VP Technical Operations, Sparkpost/Message Systems.” Now, I can dive deep into my data and display precisely the information that helps me run the business." Example Applications of CAQL: - Compare metrics to historic values with delayed ratios - Compute the Availability-% over e.g. the last day - Find anomalies in low-frequency data - Monitor SLAs by computing quantiles and rates over Histogram metrics “Every business is unique,” said Hartmann. “CAQL allows customers to generate their own queries, tailored to their own business needs, for complex transformation of collected data. You can fine-tune visualizations and derive more information from your data.” CAQL is available now.

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According to Auvik's 2025 IT Trends Report, 60% of IT professionals feel at least moderately burned out on the job, with 43% stating that their workload is contributing to work stress. At the same time, many IT professionals are naming AI and machine learning as key areas they'd most like to upskill ...

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IT spending is expected to jump nearly 10% in 2025, and organizations are now facing pressure to manage costs without slowing down critical functions like observability. To meet the challenge, leaders are turning to smarter, more cost effective business strategies. Enter stage right: OpenTelemetry, the missing piece of the puzzle that is no longer just an option but rather a strategic advantage ...

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In 2025, enterprise workflows are undergoing a seismic shift. Propelled by breakthroughs in generative AI (GenAI), large language models (LLMs), and natural language processing (NLP), a new paradigm is emerging — agentic AI. This technology is not just automating tasks; it's reimagining how organizations make decisions, engage customers, and operate at scale ...

In the early days of the cloud revolution, business leaders perceived cloud services as a means of sidelining IT organizations. IT was too slow, too expensive, or incapable of supporting new technologies. With a team of developers, line of business managers could deploy new applications and services in the cloud. IT has been fighting to retake control ever since. Today, IT is back in the driver's seat, according to new research by Enterprise Management Associates (EMA) ...

In today's fast-paced and increasingly complex network environments, Network Operations Centers (NOCs) are the backbone of ensuring continuous uptime, smooth service delivery, and rapid issue resolution. However, the challenges faced by NOC teams are only growing. In a recent study, 78% state network complexity has grown significantly over the last few years while 84% regularly learn about network issues from users. It is imperative we adopt a new approach to managing today's network experiences ...

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