OpenTelemetry solves instrumentation and interoperability. It doesn’t solve the cost problem. That requires something more.
The European Union Data Act (Regulation EU 2023/2854) represents a landmark shift in data governance that became enforceable on September 12, 2025. This comprehensive legislation
Why there’s a need for a new approach to observability and data economics that puts enterprises back in control.
Discover how vendor lock-in stifles observability and quality data collection in today’s analytics-driven landscape.
How the industry’s obsession with dashboards and analytics ignores the fundamental data quality crisis happening at collection.
In the financial sector today, CIOs face a dual challenge: Reducing IT expenditures and supporting other business units while ensuring strict adherence to regulations like GDPR, PCI-DSS, and SOX. This balancing act becomes increasingly complex as observability data volumes grow exponentially.
In today’s digital-first enterprises, telemetry data is essential—but without control, it becomes a liability. From skyrocketing storage bills to limited visibility across siloed tools, organizations are struggling to make telemetry data useful, secure, and cost-effective.
When observability is brought up, many assume it will lead to substantial costs. The various tools and resources needed for different monitoring requirements can cause
The recently released EMA Research Report “Taking Observability to the Next Level: OpenTelemetry’s Emerging Role in IT Performance and Reliability” provides compelling evidence that OpenTelemetry
Every year, new trends and patterns emerge in the observability world. Some recur, and some develop with the changing data and technology landscape. Observability in
Tool Sprawl is real and unified observability is the key to unlocking this hindrance, along with the many others in your IT monitoring. Some say
A detailed overview of log analytics, what log analytics is used for, the many benefits associated with it along with Apica’s best practices.
Today, we’re adding to the groundwork we’ve established to provide enterprise organizations with a modern approach to data unification to improve insights. Our True North
Explore the many uses, benefits, and common challenges of data lakes and how Apica’s data lake solution can help.
Explore the key deciding factors in choosing the best Observability Tools for your Enterprise in 2024.
Explore why Apica is the best low cost Log Management Solution You Need in 2024.
“Isn’t observability just a fancy term for monitoring?” That’d be the response from most IT folks a few years back if you asked them about
In the ever-evolving landscape of technology and business, mergers and acquisitions have become a common occurrence. The latest buzz in the tech world revolves around
Centralized Observability may not be a buzzword but its practicality and importance can’t be denied. Let’s see why is that. As DevOps and IT teams
In today’s data-driven world, the need for comprehensive observability has never been greater. Organizations rely on observability to gain insights into their systems’ and applications’
Log Management tools are crucial for the security and performance of your IT infrastructure. With the right log management system, you can quickly detect and
Mainframe Observability may be a niche term for the general crowd but Mainframe, in and of itself is not. From countless references in espionage movies
Discover the emerging paradigm of Fungible Observability with apica.io.
If you’re a DevOps engineer, IT personnel, or developer, you’re likely very familiar with telemetry data. After all, it’s what provides you with valuable insights
Kubernetes monitoring is crucial as it adds yet another level of complexity to the already complex IT infrastructures. When implementing Kubernetes, it is essential to
It is quite difficult to acquire useful insights for businesses when dealing with massive amounts of data generated by systems. The challenge is compounded when
We at Apica are elated to announce that we’ve been granted a patent for our unique innovations in the field of operational data management and
According to a recent global survey conducted by Dimensional Research, 96% of respondents are experiencing a surge in log data. The survey also highlights that
A comprehensive guide to what is Log Management, Best practices to follow, and the best log management tools It is projected that the Log Management
In a Glimpse Root cause analysis is a process used to identify the underlying cause of a problem or event, and topology timelines are an
OpenTelemetry also known as OTEL or OTel informally, is a community-driven open-source project. In other words, it is an observability framework that includes software and
Observability and event log data are important. What’s more important, however, is the ability to figure out the relevance of the data. In other words,
Machine data analytics refers to the process of collecting, storing, and analyzing massive amounts of data generated by machines, such as sensors, industrial equipment,
IoT or the “Internet of Things” is one of the most popular technical terms that you’ll hear in business. Now, with the unprecedented growth of
Most organizations use metrics to monitor their system and architecture performance. In addition, the boom in microservices has led to a demand for improved monitoring
The term “observability” has gone viral in the cloud industry, at least among IT professionals. Because it describes a group of concerns that more and
Distributed tracing has been recognized as an imperative feature in the DevOps toolbox for microservices over the last few years. Consequently, the open source observability
If you’re using an observability stack, chances are you’re familiar with alerting. Alerts help users get notified when something interesting happens that they need to
For all the productivity gains created by DevOps, there’s a nasty side effect. Short release cycles, lots of infrastructure changes, and developer-driven changes to live
It’s likely that you already know how helpful logs can be in analyzing the inner workings of your IT environments. Beyond that, you may be
What’s Log4j? What is it used for? Log4j is a widely used Java logging library used in many Java enterprise applications. Because logging is so
As a business, you’re bound to have large numbers of interactions with customers, prospects, employees, consultants, partners, and third-party vendors. These interactions generate huge amounts
Spring Boot is a Spring module that combines embedded servers with the Spring Framework. It enables rapid application development on the Spring framework and provides
When large software and services are split down into micro applications or microservices, they become simpler to maintain. Microservice design has grown popular among developers
If your organization uses AWS services, you’d agree that it can be difficult for AWS administrators to stay on top of all activities and events
Logs are essential for determining the performance and health of your system. In order to fuel an observability platform throughout your system, good logging practices
Data operations are like tuned automobiles. When all the parts operate together, the result is a stunning blend of speed and performance. If one of
We’ve previously written about how event and endpoint logs are essential for maintaining endpoint and overall system security. A breach at an endpoint could quickly
An overview of Splunk costs Did you know that utilizing Splunk to index 5 GB of data per day would cost you more than $30,000?
What characteristics distinguish an effective data observability platform? Data observability platforms enable the tracking of downstream dependencies in order to remedy the underlying issue. The
As production settings grow more dispersed and ephemeral, SecOps and DevOps teams struggle to comprehend system availability and performance. Despite the proliferation of monitoring solutions
While data pipelines may move data, they cannot monitor it. These data pipelines are complicated systems that need a data observability architecture for continuous investigation
Amazon S3 is often the platform of choice for companies looking to store corporate data, address their ever-increasing data storage needs, and even host static
At apica.io, we architect and build our software for infinite scale. Infinite scalability was part of our Day 0 thinking. Our system is also designed
We’re in the middle of what is now widely acknowledged as the fourth industrial revolution. The digitization of industrial and manufacturing processes has transformed the
Data scientists and analysts are heroes and MVPs today, with the ability to alter your organization with near real-time analysis and eerily accurate predictions that
Modern IT environments are becoming increasingly distributed in nature. Distributed environments have a large number of interdependent and interconnected parts, making them more susceptible to
We live in a complicated world of Enterprise IT and software-driven consumer product design. The internet offers IT infrastructure services from remote data centers. Companies
Modern organizations are under a constant threat of cyberattacks, unauthorized data access, and identity theft. A simple network monitoring system alone cannot provide enough security
SIEM tools are fast turning into a must-have for security-focused businesses worldwide. With their proven abilities in threat protection, detection, and mitigation, SIEM systems are
With the ever-increasing complexity in today’s software stacks, there’s a greater need to ramp up an organization’s observability capabilities to take on challenges brought about
RabbitMQ is one of the most popular hybrid message brokers available today. It brokers inter-service communication between distributed microservices that make up an application. RabbitMQ
Why do you keep logs? Regardless of the type of logs we’re talking about, you keep them because you expect them to provide some value for the
Kubernetes is a go-to solution for most cloud operators when it comes to container orchestration in distributed environments. Kubernetes performs phenomenally well when automating web
Kubernetes is one of the leaders in the container orchestration market. A recent survey by Cloud Native Computing Foundation (CNCF) suggests that 84% of companies
In a previous article, we showed you how to deploy your favourite application on MicroK8s using a Helm chart. In that article, we used the
Engineering and developing a world-class product in a distributed environment is challenging. When said engineering needs to be carried out by a team that is
ApicaHub is officially live! ApicaHub is a collection of pre-built, ready-to-use dashboards for monitoring and observing important metrics for popular infrastructure and cloud services. Using
If your company uses or offers services or products over the cloud, the onus is always on the provider to ensure that information shared by
APIs – by now, we’re all familiar with the term. Every service or software we use or build today either uses or is an API.
Log data contains tons of information – the more complex the system producing the logs, the more information the logs have. Imagine going through endless
Originally published at The New Stack Most log management solutions store log data in a database and enable search by storing an index of the
If you’ve been looking for an inexpensive way to run your own observability stack while maintaining complete control over your data and its security, look
There’s no one-size-fits-all approach regarding application monitoring, especially for companies using applications in various cloud environments. Companies are rapidly investing in microservices, mobile apps, data
Logging and log management are critical aspects of modern IT management, monitoring, and security. Regardless of whether your IT systems follow monolithic or microservices architecture,
AWS CloudWatch is an observability and monitoring service that provides you with actionable insights to monitor your applications, stay on top of performance changes, and
We’re huge fans of Helm Charts and the simplicity they bring to complex application deployments on Kubernetes and MicroK8s. We showed you how you could use
The growth in information architecture has urged many IT technologies to adopt cloud services and grow over time. Microservices have been the frontrunner in this
“We Can’t Build Tomorrow Using Yesterday’s Tools“ Scott McDonald IT infrastructures have been evolving constantly and rapidly, along with Big Data. Businesses worldwide are moving
In this article, we’ll walk you through how you can import, visualise, and analyse your Jenkins logs using the Apica observability platform.
Helm is a Kubernetes package manager that helps you find, share, and use software built for Kubernetes. With Helm Charts, you can bundle Kubernetes deployments
Kubernetes is one of the most popular choices for container management and automation today. A highly efficient Kubernetes setup generates innumerable new metrics every day, making monitoring
The TCO, or the total cost of ownership, involves evaluating the value over time. Take a look at the TCO of the ELK stack in this analysis.
Log aggregation tools : Design Considerations
Monitoring tools such as Prometheus allow a developer to measure application performance with a few lines of code. However, code changes to the application are not
AWS Firelens is a log routing agent for Amazon Elastic Container Service (ECS) containers. Applications on ECS run as docker containers. Containers can be run on
We are all accustomed to search. We search to find answers. In the log analytics world, those answers have improved customer retention, aided better decisions.
Apica, Creator of Apica Insights: a complete observability platform for monitoring, log aggregation, and analytics with infinite storage scale, has released General Availability of Apica Insights 1.2. Apica’s 1.2
