Welcome!

Microservices Expo Authors: Elizabeth White, Stackify Blog, Pat Romanski, Gopala Krishna Behara, Sridhar Chalasani

Related Topics: Linux Containers, Java IoT, Microservices Expo, Cloud Security, @DXWorldExpo, SDN Journal

Linux Containers: Article

The Rise of the Machine: Intelligent Log Analysis Is Here

Developers use log data to troubleshoot and investigate what affects or causes a problem with their applications

Application logs contain a massive repository of events and come in many different formats. They can have valuable information, but gaining useful insight can be difficult without the assistance of machine learning to help reveal critical problems.

Transaction logs can contain gigabytes of data and come in proprietary formats. Some applications even have separate consoles, and captured events differ by organization depending upon compliance requirements and other considerations. Centralized log management has made it easier to troubleshoot applications and investigate security incidents from one location, but the data still must be interpreted. That often involves complex mapping of key and value structures.

Log management used to be a dirty word in the enterprise. Just four years ago, a Verizon study determined that nearly 70 percent of security breach victims were sitting on logs teeming with sufficient evidence of active exploits. That was primarily because analysis was delayed and failed to provide effective insights. It can be a burdensome undertaking without the right tools.

Developers use log data to troubleshoot and investigate what affects or causes a problem with their applications, both during testing and production. That means processing a huge volume of data and search events to find a needle in a haystack. Logs might have information about where a problem occurred, which component crashed, or which system events had an effect on the application. Previously, much effort went into managing and analyzing searchable logs.

Security Information and Event Management (SIEM) solutions then evolved to make it easier to correlate log information and identify some types of notable events with simple search and visualization solutions. There are still many options available in this category; some are free and others are commercial solutions. Log analysis remains a very time consuming and exacting process, because the onus is on the developer or information security analyst to know exactly what they are looking for. A search query in this generation of SIEM tool often returns a flat list of results without prioritizing what's important to application or network. Just imagine using Google without page rank - results would be lost.

The Rise of the Machine
The latest generation of SIEM tools has more built-in intelligence to expedite the most time-consuming work. Semantic search automates the troubleshooting process by using advanced algorithms to uncover errors, risk factors, and other signs of problems. That is accomplished through a combination of text and semantic processing, statistical models and machine learning technologies.

A pre-tuned information model, which is derived from user searches and decision- making during analysis, can be created for SIEM for each scenario - from operations to compliance and testing. User searches are augmented by machine learning analytics to find meaningful events and insight on the log data, saving time.

That's because augmented search helps to profile and gain instant insight and intelligence from the data, giving the developers a bead on where to start and what happened. While augmented search can deliver useful info out-of-the-box, it keeps getting better with more user searches. The most advanced SIEM solutions will even work with any home grown or third-party application logs without any mapping.

Expect to see new entrants, because there's now an unfolding semantic revolution. Gartner's 2013 Magic Quadrant report for SIEM concluded, "We continue to see large companies that are re-evaluating SIEM vendors to replace SIEM technology associated with partial, marginal or failed deployments." Gartner recognized that intelligence matters, and suggested that analytics should uncover both known and unknown problems.

SIEM is evolving alongside semantics so that organizations can obtain value from the first event analyzed. It can take hours to find errors in log data manually, but automated search tools can pinpoint critical events within seconds, in context and with high accuracy.

More Stories By Haim Koshchitzky

Haim Koshchitzky is the Founder and CEO of XpoLog and has over 20 years of experience in complex technology development and software architecture. Prior to XpoLog, he spent several years as the tech lead for Mercury Interactive (acquired by HP) and other startups. He has a passion for data analytics and technology, and is also an avid marathon runner and Judo black belt.

Comments (0)

Share your thoughts on this story.

Add your comment
You must be signed in to add a comment. Sign-in | Register

In accordance with our Comment Policy, we encourage comments that are on topic, relevant and to-the-point. We will remove comments that include profanity, personal attacks, racial slurs, threats of violence, or other inappropriate material that violates our Terms and Conditions, and will block users who make repeated violations. We ask all readers to expect diversity of opinion and to treat one another with dignity and respect.


@MicroservicesExpo Stories
We all know that end users experience the Internet primarily with mobile devices. From an app development perspective, we know that successfully responding to the needs of mobile customers depends on rapid DevOps – failing fast, in short, until the right solution evolves in your customers' relationship to your business. Whether you’re decomposing an SOA monolith, or developing a new application cloud natively, it’s not a question of using microservices – not doing so will be a path to eventual b...
Docker is sweeping across startups and enterprises alike, changing the way we build and ship applications. It's the most prominent and widely known software container platform, and it's particularly useful for eliminating common challenges when collaborating on code (like the "it works on my machine" phenomenon that most devs know all too well). With Docker, you can run and manage apps side-by-side - in isolated containers - resulting in better compute density. It's something that many developer...
"DivvyCloud as a company set out to help customers automate solutions to the most common cloud problems," noted Jeremy Snyder, VP of Business Development at DivvyCloud, in this SYS-CON.tv interview at 20th Cloud Expo, held June 6-8, 2017, at the Javits Center in New York City, NY.
The goal of Microservices is to improve software delivery speed and increase system safety as scale increases. Microservices being modular these are faster to change and enables an evolutionary architecture where systems can change, as the business needs change. Microservices can scale elastically and by being service oriented can enable APIs natively. Microservices also reduce implementation and release cycle time and enables continuous delivery. This paper provides a logical overview of the Mi...
Your homes and cars can be automated and self-serviced. Why can't your storage? From simply asking questions to analyze and troubleshoot your infrastructure, to provisioning storage with snapshots, recovery and replication, your wildest sci-fi dream has come true. In his session at @DevOpsSummit at 20th Cloud Expo, Dan Florea, Director of Product Management at Tintri, provided a ChatOps demo where you can talk to your storage and manage it from anywhere, through Slack and similar services with...
Don’t go chasing waterfall … development, that is. According to a recent post by Madison Moore on Medium featuring insights from several software delivery industry leaders, waterfall is – while still popular – not the best way to win in the marketplace. With methodologies like Agile, DevOps and Continuous Delivery becoming ever more prominent over the past 15 years or so, waterfall is old news. Or, is it? Moore cites a recent study by Gartner: “According to Gartner’s IT Key Metrics Data report, ...
"We're developing a software that is based on the cloud environment and we are providing those services to corporations and the general public," explained Seungmin Kim, CEO/CTO of SM Systems Inc., in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
In his session at Cloud Expo, Alan Winters, U.S. Head of Business Development at MobiDev, presented a success story of an entrepreneur who has both suffered through and benefited from offshore development across multiple businesses: The smart choice, or how to select the right offshore development partner Warning signs, or how to minimize chances of making the wrong choice Collaboration, or how to establish the most effective work processes Budget control, or how to maximize project result...
In his keynote at 19th Cloud Expo, Sheng Liang, co-founder and CEO of Rancher Labs, discussed the technological advances and new business opportunities created by the rapid adoption of containers. With the success of Amazon Web Services (AWS) and various open source technologies used to build private clouds, cloud computing has become an essential component of IT strategy. However, users continue to face challenges in implementing clouds, as older technologies evolve and newer ones like Docker c...
Without lifecycle traceability and visibility across the tool chain, stakeholders from Planning-to-Ops have limited insight and answers to who, what, when, why and how across the DevOps lifecycle. This impacts the ability to deliver high quality software at the needed velocity to drive positive business outcomes. In his general session at @DevOpsSummit at 19th Cloud Expo, Eric Robertson, General Manager at CollabNet, will discuss how customers are able to achieve a level of transparency that e...
Without a clear strategy for cost control and an architecture designed with cloud services in mind, costs and operational performance can quickly get out of control. To avoid multiple architectural redesigns requires extensive thought and planning. Boundary (now part of BMC) launched a new public-facing multi-tenant high resolution monitoring service on Amazon AWS two years ago, facing challenges and learning best practices in the early days of the new service.
You often hear the two titles of "DevOps" and "Immutable Infrastructure" used independently. In his session at DevOps Summit, John Willis, Technical Evangelist for Docker, covered the union between the two topics and why this is important. He provided an overview of Immutable Infrastructure then showed how an Immutable Continuous Delivery pipeline can be applied as a best practice for "DevOps." He ended the session with some interesting case study examples.
In his keynote at 19th Cloud Expo, Sheng Liang, co-founder and CEO of Rancher Labs, discussed the technological advances and new business opportunities created by the rapid adoption of containers. With the success of Amazon Web Services (AWS) and various open source technologies used to build private clouds, cloud computing has become an essential component of IT strategy. However, users continue to face challenges in implementing clouds, as older technologies evolve and newer ones like Docker c...
All organizations that did not originate this moment have a pre-existing culture as well as legacy technology and processes that can be more or less amenable to DevOps implementation. That organizational culture is influenced by the personalities and management styles of Executive Management, the wider culture in which the organization is situated, and the personalities of key team members at all levels of the organization. This culture and entrenched interests usually throw a wrench in the work...
We all know that end users experience the internet primarily with mobile devices. From an app development perspective, we know that successfully responding to the needs of mobile customers depends on rapid DevOps – failing fast, in short, until the right solution evolves in your customers' relationship to your business. Whether you’re decomposing an SOA monolith, or developing a new application cloud natively, it’s not a question of using microservices - not doing so will be a path to eventual ...
The next XaaS is CICDaaS. Why? Because CICD saves developers a huge amount of time. CD is an especially great option for projects that require multiple and frequent contributions to be integrated. But… securing CICD best practices is an emerging, essential, yet little understood practice for DevOps teams and their Cloud Service Providers. The only way to get CICD to work in a highly secure environment takes collaboration, patience and persistence. Building CICD in the cloud requires rigorous ar...
"This all sounds great. But it's just not realistic." This is what a group of five senior IT executives told me during a workshop I held not long ago. We were working through an exercise on the organizational characteristics necessary to successfully execute a digital transformation, and the group was doing their ‘readout.' The executives loved everything we discussed and agreed that if such an environment existed, it would make transformation much easier. They just didn't believe it was reali...
"Opsani helps the enterprise adopt containers, help them move their infrastructure into this modern world of DevOps, accelerate the delivery of new features into production, and really get them going on the container path," explained Ross Schibler, CEO of Opsani, and Peter Nickolov, CTO of Opsani, in this SYS-CON.tv interview at DevOps Summit at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
The “Digital Era” is forcing us to engage with new methods to build, operate and maintain applications. This transformation also implies an evolution to more and more intelligent applications to better engage with the customers, while creating significant market differentiators. In both cases, the cloud has become a key enabler to embrace this digital revolution. So, moving to the cloud is no longer the question; the new questions are HOW and WHEN. To make this equation even more complex, most ...
What's the role of an IT self-service portal when you get to continuous delivery and Infrastructure as Code? This general session showed how to create the continuous delivery culture and eight accelerators for leading the change. Don Demcsak is a DevOps and Cloud Native Modernization Principal for Dell EMC based out of New Jersey. He is a former, long time, Microsoft Most Valuable Professional, specializing in building and architecting Application Delivery Pipelines for hybrid legacy, and cloud ...