Best and most demanding ELK stack alternatives will be described in this article.
Elasticsearch
The trio’s first open-source project, Elasticsearch, was made available. The search engine is distributed, RESTful, and JSON-based. It serves as the foundation of the ELK stack and stores data centrally for analytics and search.
Logstash
Logstash is a server-side data processing pipeline that is open source and free. It can accept data from various sources, alter it, and send it to your stack.
Kibana
Kibana, a free and open-source interface that lets you visualise data acquired using Elasticsearch and Logstash, is known as “the window” into the ELK stack. You can produce histograms, line graphs, pie charts, sunbursts, and more using Kibana.
The ELK Stack
Although the ELK stack is by definition free and open, in the end it can be fairly expensive due to infrastructure costs. You can either host it on one of the big cloud platforms like AWS, Azure, or GCP or subscribe to the Elastic Cloud. It begins at about $16 per month. The self-managed Elastic Cloud powered by Kubernetes is another option.
Pros:
open-source framework
Within a single ecosystem, Elasticsearch, Logstash, and Kibana collaborate.
Cons:
Price
Query language KQL
The ELK stack has drawn a large number of users, however scaling can be very expensive and there are many alternatives that offer the same product for less money. There have been numerous problems with the Elasticsearch engine as well, and because it “guesses” what will happen, it burdens your engineers with labour rather than letting them concentrate on other crucial duties.
Top 10 Best ELK Stack Alternatives In 2024
Top 10 Best ELK Stack Alternatives are explained here.
1. Logtail
Due to its custom-built technology and storage provided by ClickHouse, Logtail provides an ELK stack alternative that is significantly more resource-efficient, less expensive, and faster. You may spend less time debugging and troubleshooting by using Logtail to collect logs from every layer of your stack and to make the best use of the data that has been collected.
Utilizing its Google Docs-like built-in features. You can share logs with your coworkers, provide comments on them, and archive significant log pieces. Additionally, you can gain from Logtail’s presence and absence notifications, which can help you identify problems before they worsen. You can effectively query your logs with Logtail’s SQL-compatible queries, or you can directly connect them to your BI tool for customised reports. This is another elk stack alternatives. Also check stock images sites
With its well-designed and purpose-driven dark mode user interface, Logtail also provides a live log tail that enables you to scroll and examine data with a single click while looking up logs in real-time. Grafana manages all of the data visualisations and lets you make personalised and tailored Charts and Dashboards.
Any platform’s logs can be managed by Logtail, and deployment takes only a few minutes.
Principal Advantages of Logtail
Cooperative Qualities
Based on ClickHouse storage
Starting at $0.25 per GB
2. Sumo Logic
For the full stack, whether cloud, on-premises, or hybrid, Sumo Logic provides a comprehensive range of log management capabilities. With the help of centralised data visualisation, you can see emerging trends and stop errors in their tracks before they can do any damage by identifying them early on.
Predictive analytics, anomaly detection, and outlier detection give you in-depth and thorough insights into the performance of your design. Real-time visibility into cloud apps and infrastructure on AWS, Azure, and GCP is provided by Sumo logic. In addition, you have access to over 150 native connectors and apps, giving you complete out-of-the-box visibility into third-party technology.
You have access to both a live dashboard and an interactive dashboard using Sumo Logic. Numerous real-time data are available in the live dashboard in the order they are received. It does not, however, offer a choice to access earlier data. The interactive dashboard enters the picture here. You may zoom in on the graphs and find rare events in the interactive dashboard’s full overview of events and trends. To be able to concentrate on certain faults and exceptions in the future, you can filter for them now. This is another elk stack alternatives.
More tools like Sumo Logic can be found here.
Principal Advantages of Sumo Logic
Dashboard Modes in Two
Characteristics for threat detection and security monitoring
3. LogicMonitor
For hybrid and multi-cloud settings, Log Intelligence at Scale is provided by LogicMonitor. Your data are centrally located, linked together, and contextualised with a focus on internal compliance and data hygiene. You can consolidate your monitoring with LogicMonitor and correlate pertinent logs and metrics on a single platform.
For on-premises and cloud infrastructures, it provides more than 2000 integrations, modules, and pre-built templates. Given that it provides query possibilities for users of all skill levels, LogicMonitor is genuinely user-friendly. You can also obtain unprocessed data that is up to 12 months old. Devices, cloud instances, and containers are all linked to the corresponding metrics, logs, and log anomalies.
This is another elk stack alternatives. By sparing your engineers from unnecessary effort, LogicMonitor uses machine learning algorithms to alter your data, which reduces the amount of time it takes to diagnose issues and improves workflow. For streamlined root cause analysis, anomalies are automatically identified and contextualised. Through connections with ServiceNow, CMDB, and Ansible, LogicMonitor provides Full IT operations lifecycle support.
The requirement to communicate your membership with a sales team is one of the greatest drawbacks. You must request a personalised quote.
Principal Advantages of LogicMonitor
Use of automation and machine learning techniques in large amounts
ll levels of experience are welcome without sacrificing functionality.
4. Loggly
A log management and aggregation product from SolarWinds is called Loggly. Currently, it is among the most widely used market solutions. An agentless log analyzer called Loggly collects information straight from application servers. Loggly can retrieve data from installed applications using a token or the common Syslog via HTTP(s). This is another elk stack alternatives. Also check technology trends
It supports numerous languages and systems and can work with txt-based logs from any source. Ruby, Java, Python, JavaScript, PHP, Tomcat, Apache HTTP Server, Syslog-ng, rsyslog, and many other programming languages are supported. The resolution and repair of operational issues is Loggly’s main priority. Loggly is a potent log analysing tool because to its customizable dashboards, documentation, and wide range of helpful functions.
Main advantages of Loggly
SolarWinds Support
5. Sematext
Sematext is a service that logs and monitors activity. You may gather and store logs from any data source in one place thanks to its support for centralised logging. Data can be gathered from systems, servers, apps, databases, containers, and more. You may use Sematext to view your logs in real time as they are uploaded to the cloud from various data sources.
With the benefit of a sophisticated and hosted solution, it employs the ELK stack for data collection and transformation, searching, filtering, and analysis, and finally data management and visualisation. Real-time alerts on metrics and logs speeds up troubleshooting. To speed up the process, log analysis and anomaly detection are used. Email, PagerDuty, Slack, HipChat, BigPanda, OpsGenie, VictorOps, WebHooks, Nagios, Zapier, and more services are all compatible with it.
AWS, whose infrastructure adheres to stringent IT security best practises, powers Sematext. Your logs are transmitted through TLS/SLL channels using HTTPS encryption. Additionally, you can limit certain permissions for particular team members in order to improve the security and reliability of your service.
Principal Advantages of Sematext
It combines log management with infrastructure and application performance monitoring.
Good pre-configured dashboards and reports that are simple to use therefore also quick to begin
A lengthy configuration is not necessary;
6. LogDNA
This is another elk stack alternatives. On ingestion, LogDNA parses the main types of log lines and provides Custom Parsing Templates. You can rapidly explore logs from any source, filter your logs based on app, host, or cluster, and do searches on your logs using basic keywords, exclusion terms, chained expressions, and data ranges. Alerts can be generated from a stored View or based on presence or absence, and they can be reported via PagerDuty, Slack, or using a custom Webhook. Additionally, LogDNA enables you to share and save views for common Filters and Searches.
Built on Elasticsearch is LogDNA. Filtering, log grouping by source, and other functions are handled through a web-based GUI. In addition, you can interact with user-specific logs and create bespoke dashboards. There are options for agentless log collecting via Syslog and HTTP(s), as well as full-text search and visualisations.
The number of users and the retention duration in days determine the pricing plans for LogDNA. To begin with, LogDNA is available for one user, without any logs retention, and with an infinite number of stored views.
Primary Advantages of LogDNA
Payment-by-use pricing scheme
UI with good design
7. Dynatrace
You can view and keep track of the logs for all of your mission-critical processes using Dynatraces’ Log Monitoring portfolio. You may monitor and understand log data in the context of the rest of your infrastructure in real-time by easily creating custom log metrics.
By correlating log messages with issues and exploiting this correlation in root-cause analysis, artificial intelligence (AI) may analyse logs and filter them based on keywords or timeframes. If you utilise Dynatrace as a SaaS, you can use Log Monitoring v1 or Log Monitoring v2. The documentation for Dynatrace provides all the details. However, getting started with Dynatrace takes more understanding than other platforms. This is another elk stack alternatives.
Either a full-stack monitoring solution or other individual plans are available from Dynatrace.
Principal advantages of Dynatrace
The full-stack monitoring solution with AI assistance
More than 560 technologies are supported.
Security, digital experiences, and even business analytics are covered by solutions.
8. Graylog
Graylog employs a variety of models. Graylog Open, their open-source solution, Graylog Small Business, or Graylog Enterprise are your options. The final choice is Graylog Cloud, which provides the same functionality as Graylog Enterprise but is hosted in the cloud so you can avoid spending money on your own infrastructure.
When parsing logs from any data source, performing data visualisation, or conducting analysis, Graylog performs well. Elasticsearch and MongoDB serve as its foundation. The Dashboard is created up of widgets, each of which gives you access to a particular set of data. Views, charts, graphs, counts, and more are all available.
You can run and maintain Graylog on your own or have it hosted, giving you more freedom and control, thanks to its many deployment choices. The UI looks unquestionably much better. The websites created by Graylog are not necessarily a designer’s paradise, though. Also check mobile game engines development platforms
Principal Advantages of Graylog
Even the free edition has a number of features.
The ability to search for various parameters without having to manually filter the data
Accessible open-source alternative
9. New Relic
Infrastructure monitoring with New Relic allows for quicker visibility and troubleshooting. With only a few clicks, users can drill down from Kubernetes to a single log tracing using New Relic’s all-in-one data observation tool.
This is another elk stack alternatives. With New Relic’s extensive customization options, it makes no difference if you operate from one or several on-premises clouds; you will have access to precise, accurate, and customised metrics in real-time and on an unlimited scale. AWS, Azure, GCP, MYSQL, NGINX, Kafka, and other well-known connections are all supported via the open and adaptable integration network known as New Relic. With NewRelic’s Flex integration builder, you can create an integration from scratch if one you find is not supported.
You can access the fundamental log management and analysis functions of New Relic for free. The prices for the other packages vary based on how much you use them, and you are responsible for any overage charges from the free plan.
Principal Advantages of New Relic
Pixie monitoring in Kubernetes
By use scenario numerous solutions
10. Splunk
Splunk is a cutting-edge log management and monitoring tool that is still very young. It supports augmented reality and is accessible on mobile devices. This is another elk stack alternatives.
Splunk offers you options for searching, filtering, diagnosing, indexing, and reporting in addition to log management. Additionally, it includes dashboards that are simple to use and can be broken down into a variety of pertinent parts. Distributed tracing is a technique that Splunk utilises to keep track of events, failures, and performance problems.
Splunk is quick when looking for recent data. It lags behind, though, when collecting data over a longer time period or when spotting trends. Splunk, on the other hand, offers a variety of extra functions. Live logging, S3 backup, Heroku support, Github integration, JIRA integration, and more features are among them.
- Main advantages of Splunk
- Support for a number of features, including S3 backup, live, logging, Heroku, Github, and others
- Flexible GUI and query language support
- Complexity that is appropriate for an enterprise solution
Conclusion
In this article, we examined the Elastic stack in more detail. We looked at each of its products separately—Elasticsearch, Logstash, and Kibana—and then examined how they complement one another and where they fall short. Then we suggested a list of the top alternatives to the Elastic stack.
