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Advanced IT Analytics, AIOps and Big Data - 7 Key Takeaways - Part 2

Dennis Drogseth

The goal of EMA's latest research was to look at how advanced IT analytics (AIA) — EMA's term for primarily what today is best known as "AIOps" — is being deployed. Here are the remaining four of my seven personal takeaways.

Start with Advanced IT Analytics, AIOps and Big Data - 7 Key Takeaways - Part 1

For a much more focused exploration of the "IT analytic universe," one that's all digestible within 45 minutes (including Q&A), register for the upcoming EMA webinar on October 10.

4. Capturing interdependencies and CMDB/CMS

Capturing interdependencies and CMDB/CMS both stood out in importance. As an average, respondents sought to capture nearly five interdependencies across the application/infrastructure, while 54% of respondents viewed the CMDB as "extremely important" to their analytics strategy, a surprising valuation that correlated strongly with success.

The implications of this may seem to contradict notions that the CMDB is "old hat" technology. Rather, what's indicated in these findings is that CMDB/CMS and application/infrastructure dependency mapping are technology areas that are both being reinvigorated by AIA/AIOps investments, while also providing valuable contexts for leveraging and optimizing analytic insights for a variety of use cases.

5. Security on the rise

Security is on the rise. Priorities in cloud, vendor selection, heuristics, and best practices all indicate that security is a leading and largely integrated concern in advanced IT analytics, and AIOps in particular. This was not altogether a surprise given similar findings inEMA's 2016 research (EMA Research: Advanced IT Analytics: A Look at Real-World Adoptions in the Real World, March 2016).

Moreover, it is both a welcome and a much-needed advance, as the trend toward a true SecOps (security + operations) integration across IT organizations is becoming ever more critical given rising vulnerabilities, as well as the growing demand for OpEx efficiencies across IT.

6. Top-down is winning strategy

Top-down for everything is the winning strategy. It is also the most pervasive. The executive suite (VP and above) was more likely to be successful, and more likely to drive AIA strategies, deployment and purchasing decisions.

The reasons for this make sense once AIA/AIOps is understood as a unifying technology that can help to bring IT silos closer together with shared data and common insights. But to realize this advantage fully, process issues, organizational barriers and even habits of mind can be transformed through improved dialog and leadership.

7. Advanced analytics show strong evolutionary values

Advanced analytics are showing strong evolutionary values compared to prior years. EMA research from early 2016 and 2014 (EMA Research: The Many Faces of Advanced Operations Analytics, September 2014) indicate strong growth in heuristics, data sources, integrations, stakeholder roles, and overall versatility in terms of function and purpose.

The implications are that AIA/AIOps solutions are evolving dramatically in terms of functionality, use-case and breadth.

Here, the progress wasn't surprising, but the degree of progress in terms of hard numbers actually was.

… and there's a lot more.

There was no "spoiler's alert" at the beginning because the real proof of the pudding is the hard data and the many other insights that I plan on sharing during the webinar in October.

But hopefully you'll find some of the discoveries mentioned here intriguing, and as always, I welcome your thoughts and comments at drogseth@emausa.com.

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In just a few months, Google will again head to Washington DC and meet with the government for a two-week remedy trial to cement the fate of what happens to Chrome and its search business in the face of ongoing antitrust court case(s). Or, Google may proactively decide to make changes, putting the power in its hands to outline a suitable remedy. Regardless of the outcome, one thing is sure: there will be far more implications for AI than just a shift in Google's Search business ... 

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Advanced IT Analytics, AIOps and Big Data - 7 Key Takeaways - Part 2

Dennis Drogseth

The goal of EMA's latest research was to look at how advanced IT analytics (AIA) — EMA's term for primarily what today is best known as "AIOps" — is being deployed. Here are the remaining four of my seven personal takeaways.

Start with Advanced IT Analytics, AIOps and Big Data - 7 Key Takeaways - Part 1

For a much more focused exploration of the "IT analytic universe," one that's all digestible within 45 minutes (including Q&A), register for the upcoming EMA webinar on October 10.

4. Capturing interdependencies and CMDB/CMS

Capturing interdependencies and CMDB/CMS both stood out in importance. As an average, respondents sought to capture nearly five interdependencies across the application/infrastructure, while 54% of respondents viewed the CMDB as "extremely important" to their analytics strategy, a surprising valuation that correlated strongly with success.

The implications of this may seem to contradict notions that the CMDB is "old hat" technology. Rather, what's indicated in these findings is that CMDB/CMS and application/infrastructure dependency mapping are technology areas that are both being reinvigorated by AIA/AIOps investments, while also providing valuable contexts for leveraging and optimizing analytic insights for a variety of use cases.

5. Security on the rise

Security is on the rise. Priorities in cloud, vendor selection, heuristics, and best practices all indicate that security is a leading and largely integrated concern in advanced IT analytics, and AIOps in particular. This was not altogether a surprise given similar findings inEMA's 2016 research (EMA Research: Advanced IT Analytics: A Look at Real-World Adoptions in the Real World, March 2016).

Moreover, it is both a welcome and a much-needed advance, as the trend toward a true SecOps (security + operations) integration across IT organizations is becoming ever more critical given rising vulnerabilities, as well as the growing demand for OpEx efficiencies across IT.

6. Top-down is winning strategy

Top-down for everything is the winning strategy. It is also the most pervasive. The executive suite (VP and above) was more likely to be successful, and more likely to drive AIA strategies, deployment and purchasing decisions.

The reasons for this make sense once AIA/AIOps is understood as a unifying technology that can help to bring IT silos closer together with shared data and common insights. But to realize this advantage fully, process issues, organizational barriers and even habits of mind can be transformed through improved dialog and leadership.

7. Advanced analytics show strong evolutionary values

Advanced analytics are showing strong evolutionary values compared to prior years. EMA research from early 2016 and 2014 (EMA Research: The Many Faces of Advanced Operations Analytics, September 2014) indicate strong growth in heuristics, data sources, integrations, stakeholder roles, and overall versatility in terms of function and purpose.

The implications are that AIA/AIOps solutions are evolving dramatically in terms of functionality, use-case and breadth.

Here, the progress wasn't surprising, but the degree of progress in terms of hard numbers actually was.

… and there's a lot more.

There was no "spoiler's alert" at the beginning because the real proof of the pudding is the hard data and the many other insights that I plan on sharing during the webinar in October.

But hopefully you'll find some of the discoveries mentioned here intriguing, and as always, I welcome your thoughts and comments at drogseth@emausa.com.

The Latest

In MEAN TIME TO INSIGHT Episode 12, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA discusses purchasing new network observability solutions.... 

There's an image problem with mobile app security. While it's critical for highly regulated industries like financial services, it is often overlooked in others. This usually comes down to development priorities, which typically fall into three categories: user experience, app performance, and app security. When dealing with finite resources such as time, shifting priorities, and team skill sets, engineering teams often have to prioritize one over the others. Usually, security is the odd man out ...

Image
Guardsquare

IT outages, caused by poor-quality software updates, are no longer rare incidents but rather frequent occurrences, directly impacting over half of US consumers. According to the 2024 Software Failure Sentiment Report from Harness, many now equate these failures to critical public health crises ...

In just a few months, Google will again head to Washington DC and meet with the government for a two-week remedy trial to cement the fate of what happens to Chrome and its search business in the face of ongoing antitrust court case(s). Or, Google may proactively decide to make changes, putting the power in its hands to outline a suitable remedy. Regardless of the outcome, one thing is sure: there will be far more implications for AI than just a shift in Google's Search business ... 

Image
Chrome

In today's fast-paced digital world, Application Performance Monitoring (APM) is crucial for maintaining the health of an organization's digital ecosystem. However, the complexities of modern IT environments, including distributed architectures, hybrid clouds, and dynamic workloads, present significant challenges ... This blog explores the challenges of implementing application performance monitoring (APM) and offers strategies for overcoming them ...

Service disruptions remain a critical concern for IT and business executives, with 88% of respondents saying they believe another major incident will occur in the next 12 months, according to a study from PagerDuty ...

IT infrastructure (on-premises, cloud, or hybrid) is becoming larger and more complex. IT management tools need data to drive better decision making and more process automation to complement manual intervention by IT staff. That is why smart organizations invest in the systems and strategies needed to make their IT infrastructure more resilient in the event of disruption, and why many are turning to application performance monitoring (APM) in conjunction with high availability (HA) clusters ...

In today's data-driven world, the management of databases has become increasingly complex and critical. The following are findings from Redgate's 2025 The State of the Database Landscape report ...

With the 2027 deadline for SAP S/4HANA migrations fast approaching, organizations are accelerating their transition plans ... For organizations that intend to remain on SAP ECC in the near-term, the focus has shifted to improving operational efficiencies and meeting demands for faster cycle times ...

As applications expand and systems intertwine, performance bottlenecks, quality lapses, and disjointed pipelines threaten progress. To stay ahead, leading organizations are turning to three foundational strategies: developer-first observability, API platform adoption, and sustainable test growth ...