fixes

yuvraajsj18 · yuvraajsj18 · commit 9e1ce4f6c258 · 2025-10-07T10:40:17.000+05:30
diff --git a/data/blog/centralized-logging.mdx b/data/blog/centralized-logging.mdx
@@ -289,7 +289,7 @@ Some key features of SEM include:
 
 - Identification of security concerns through a centralized log server.
 - Detecting substantial changes in log sources.
-- Monitoring of essential metrics in real-time through its centralized [log management system](https://signoz.io/blog/open-source-log-management/#2-graylog---enterprise-grade-log-management-platform).
+- Monitoring of essential metrics in real-time through its centralized [log management system](https://signoz.io/blog/open-source-log-management/).
 - Conducting event log analysis using a unified dashboard.
 
 ### 3. Splunk
diff --git a/data/blog/cloudwatch-metrics.mdx b/data/blog/cloudwatch-metrics.mdx
@@ -269,7 +269,7 @@ Here are a few tips to have in mind when looking for a CloudWatch alternative:
 
 ### Avoid Vendor Lock-in
 
-A crucial factor to evaluate is the potential risk of vendor lock-in. If there are plans to migrate to a different platform, opting for a [CloudWatch alternative](https://signoz.io/blog/cloudwatch-alternatives/#grafana) becomes essential. CloudWatch is intricately designed for AWS resources, and transitioning to another platform might lead to a loss of valuable service-related data accumulated over time.
+A crucial factor to evaluate is the potential risk of vendor lock-in. If there are plans to migrate to a different platform, opting for a [CloudWatch alternative](https://signoz.io/blog/cloudwatch-alternatives/) becomes essential. CloudWatch is intricately designed for AWS resources, and transitioning to another platform might lead to a loss of valuable service-related data accumulated over time.
 
 ### Choose a cost-effective solution
 
diff --git a/data/blog/datadog-alternatives.mdx b/data/blog/datadog-alternatives.mdx
@@ -71,7 +71,7 @@ Here are the [three main caveats of Datadog's pricing](https://signoz.io/blog/da
 
 Moreover, it is very hard to predict the monthly bill of Datadog because of its complex pricing model.
 
-In this article we will go through the best [DataDog alternatives](https://signoz.io/blog/datadog-alternatives/#who-is-datadogs-biggest-competitor) which you can consider.
+In this article we will go through the best DataDog alternatives which you can consider.
 
 List of top DataDog alternatives:
 
@@ -87,7 +87,7 @@ List of top DataDog alternatives:
 
 ## SigNoz
 
-SigNoz is an excellent [alternative to Datadog](https://signoz.io/blog/datadog-alternatives/#new-relic). It can be used as a drop-in replacement for Datadog, providing similar features like APM, distributed tracing, and log management. SigNoz is built on top of [OpenTelemetry](https://signoz.io/blog/what-is-opentelemetry/) and leverages OTel data to its full potential. If you're tired of complex and unpredictable billing practices, or if you want to use OpenTelemetry, then SigNoz is the right choice. Here are some top reasons to choose SigNoz over Datadog.
+SigNoz is an excellent alternative to Datadog. It can be used as a drop-in replacement for Datadog, providing similar features like APM, distributed tracing, and log management. SigNoz is built on top of [OpenTelemetry](https://signoz.io/blog/what-is-opentelemetry/) and leverages OTel data to its full potential. If you're tired of complex and unpredictable billing practices, or if you want to use OpenTelemetry, then SigNoz is the right choice. Here are some top reasons to choose SigNoz over Datadog.
 
 ### OpenTelemetry Native - No vendor lock-in in your code
 
@@ -250,7 +250,7 @@ For detailed comparison, please read [DataDog vs Dynatrace.](https://signoz.io/c
 
 Grafana is an open-source data visualization tool that you can use as a Datadog alternative. It offers a cloud service called Grafana Cloud, where you can send your logs, metrics, and traces for APM and overall observability.
 
-If you're looking to use Grafana as a [Datadog alternative](https://signoz.io/blog/datadog-alternatives/#choosing-the-right-datadog-alternative), then you'll use the core LGTM stack. It is particularly popular in cloud-native environments, offering a comprehensive solution for observability that covers logs, metrics, traces, and visualization.
+If you're looking to use Grafana as a Datadog alternative, then you'll use the core LGTM stack. It is particularly popular in cloud-native environments, offering a comprehensive solution for observability that covers logs, metrics, traces, and visualization.
 
 **The LGTM Stack Components**
 
@@ -307,7 +307,7 @@ It can be used as a DataDog alternative if you're looking for infrastructure mon
 
 <Figure src="/img/blog/2024/10/datadog-alternatives-image%206.webp" alt="LogicMonitor Dashboard (Source: LogMonitor Website)" caption="LogicMonitor Dashboard (Source: LogMonitor Website)" />
 
-LogicMonitor's dynamic topology mapping is a feature that distinguishes it from other [Datadog competitors](https://signoz.io/blog/datadog-alternatives/#dynatrace).
+LogicMonitor's dynamic topology mapping is a feature that distinguishes it from other Datadog competitors.
 
 With dynamic topology mapping, you can have an overview of your network devices and their inter-dependency. Some of the key monitoring capabilities provided by LogicMonitor are:
 
diff --git a/data/blog/docker-logging.mdx b/data/blog/docker-logging.mdx
@@ -579,7 +579,7 @@ But logs are just one aspect of getting insights from your software systems. Mod
 
 SigNoz can help you monitor your application by collecting all types of telemetry data. It correlates all your telemetry data(logs, metrics, and traces) into a single suite of monitoring. It is built to support [OpenTelemetry](https://signoz.io/blog/what-is-opentelemetry/) natively. OpenTelemetry is becoming the world standard for instrumenting cloud-native applications.
 
-You can check out [SigNoz GitHub](https://signoz.io/docs/cicd/github/github-metrics/) repo:
+You can check out [SigNoz GitHub](https://github.com/signoz/signoz) repo:
 
 ![/img/blog/common/signoz_github.webp](/img/blog/common/signoz_github.webp)
 
diff --git a/data/blog/dynatrace-alternatives.mdx b/data/blog/dynatrace-alternatives.mdx
@@ -178,7 +178,7 @@ keywords: [dynatrace alternatives,dynatrace competitors,dynatrace,application mo
 
 
 
-Are you looking for a [Dynatrace alternative](https://signoz.io/blog/dynatrace-alternatives/#new-relic)? Then you have come to the right place. In this article, we will go through the top 9 Dynatrace alternatives. First, let's briefly discuss what Dynatrace offers and why you might consider other solutions.
+Are you looking for a [Dynatrace alternative](https://signoz.io/blog/dynatrace-alternatives/)? Then you have come to the right place. In this article, we will go through the top 9 Dynatrace alternatives. First, let's briefly discuss what Dynatrace offers and why you might consider other solutions.
 
 
 
diff --git a/data/blog/elasticsearch-vs-splunk.mdx b/data/blog/elasticsearch-vs-splunk.mdx
@@ -10,7 +10,7 @@ keywords: [elasticsearch vs splunk,splunk,elasticsearch,elk,elk stack,grafana,lo
 ---
 {/* <!-- Developing software is an art in itself. From building to shipping, developers have to keep iterating the process to make improvements to the existing ones. Developers around the world spend hours on building quality logging into their applications. But this logging is only efficient when we have one-page or two-page applications where debugging through logs is relatively easy. --> */}
 
-Elasticsearch and Splunk can both be used as [log analysis tools](https://signoz.io/comparisons/log-analysis-tools/#essential-features-of-effective-log-analysis-tools) for software applications. Elasticsearch, as part of the Elastic Stack, offers a highly scalable, open-source solution for real-time search and analytics across diverse data types, excelling in customization but with a steeper learning curve. In contrast, Splunk provides a more user-friendly, proprietary platform focused on log management and security analytics, offering ease of use and powerful data correlation features, but at a potentially higher cost and lesser scalability compared to Elasticsearch.
+Elasticsearch and Splunk can both be used as [log analysis tools](https://signoz.io/comparisons/log-analysis-tools/) for software applications. Elasticsearch, as part of the Elastic Stack, offers a highly scalable, open-source solution for real-time search and analytics across diverse data types, excelling in customization but with a steeper learning curve. In contrast, Splunk provides a more user-friendly, proprietary platform focused on log management and security analytics, offering ease of use and powerful data correlation features, but at a potentially higher cost and lesser scalability compared to Elasticsearch.
 
 
 
diff --git a/data/blog/microservices-logging.mdx b/data/blog/microservices-logging.mdx
@@ -257,7 +257,7 @@ At the very least, logs need to contain the following details:
 
 ### Centralized logging solution
 
-In a microservices architecture, it can be difficult to keep track of logs if they are scattered across multiple services. Using a [centralized logging solution](https://signoz.io/blog/centralized-logging/#3-splunk) such as SigNoz or Elastic can help you to collect, query, and view logs from all your services in one place. Logs analytics tool like SigNoz provide dashboards to visually present logs data in an easily digestible format.
+In a microservices architecture, it can be difficult to keep track of logs if they are scattered across multiple services. Using a [centralized logging solution](https://signoz.io/blog/centralized-logging/) such as SigNoz or Elastic can help you to collect, query, and view logs from all your services in one place. Logs analytics tool like SigNoz provide dashboards to visually present logs data in an easily digestible format.
 
 ### Logging performance metrics
 
@@ -517,7 +517,7 @@ In this example, we will configure our application to write the logs to a log fi
 
 **Steps to collect Application Logs with OpenTelemetry**
 
-Clone the [SigNoz github](https://signoz.io/docs/cicd/github/github-metrics/) repository:
+Clone the [SigNoz GitHub](https://github.com/signoz/signoz) repository:
 
 ```
 Start the signoz server following the instructions:
diff --git a/data/blog/opentelemetry-apm.mdx b/data/blog/opentelemetry-apm.mdx
@@ -125,7 +125,7 @@ SigNoz also lets you run aggregates on your tracing data. Running aggregates on
 <figcaption><i>Running aggregates on your tracing data enables you to create service-centric views</i></figcaption>
 </figure>
 
-You can check out the [SigNoz GitHub](https://signoz.io/docs/cicd/github/github-metrics/) repo here:
+You can check out the [SigNoz GitHub](https://github.com/signoz/signoz) repo here:
 
 ![/img/blog/common/signoz_github.webp](/img/blog/common/signoz_github.webp)
 
diff --git a/data/blog/prometheus-query.mdx b/data/blog/prometheus-query.mdx
@@ -136,7 +136,7 @@ You can visit our documentation for instructions on how to install SigNoz using
 
 [![Deployment Docs](/img/blog/common/deploy_docker_documentation.webp)](https://signoz.io/docs/install/)
 
-You can check out [SigNoz GitHub](https://signoz.io/docs/cicd/github/github-metrics/) repo:
+You can check out [SigNoz GitHub](https://github.com/signoz/signoz) repo:
 
 
 [![SigNoz GitHub repo](/img/blog/common/signoz_github.webp)](https://github.com/SigNoz/signoz)
diff --git a/data/blog/prometheus-vs-influxdb.mdx b/data/blog/prometheus-vs-influxdb.mdx
@@ -466,7 +466,7 @@ For that you can explore [OpenTelemetry](https://signoz.io/blog/what-is-opentele
 
 <GetStartedSigNoz />
 
-You can check out [SigNoz GitHub](https://signoz.io/docs/cicd/github/github-metrics/) repo here:
+You can check out [SigNoz GitHub](https://github.com/signoz/signoz) repo here:
 
 [![SigNoz GitHub repo](/img/blog/common/signoz_github.webp)](https://github.com/SigNoz/signoz)
 
diff --git a/data/blog/single-pane-of-glass-monitoring.mdx b/data/blog/single-pane-of-glass-monitoring.mdx
@@ -325,7 +325,7 @@ You can visit our documentation for instructions on how to install SigNoz using
 
 <Figure src="/img/blog/common/deploy_docker_documentation.webp" alt="" caption="" />
 
-You can check out the [SigNoz GitHub](https://signoz.io/docs/cicd/github/github-metrics/) repo here:
+You can check out the [SigNoz GitHub](https://github.com/signoz/signoz) repo here:
 
 <Figure src="/img/blog/common/signoz_github.webp" alt="" caption="" />
 
diff --git a/data/blog/structured-logs.mdx b/data/blog/structured-logs.mdx
@@ -340,7 +340,7 @@ Cloud environments present unique challenges and opportunities for structured lo
 
 Logging is an integral part of all software systems. You can understand what's happening and where problems might be. Generally, if something goes wrong in production, you have a reference to trace your logs. Structured logs make it easier to search, query, and analyze logs data at scale.
 
-A log analysis tool like SigNoz can help you derive insights from logs data quickly while ensuring efficient management and storage. You can check out the [SigNoz GitHub](https://signoz.io/docs/cicd/github/github-metrics/) repo <a href = "https://github.com/SigNoz/signoz" rel="noopener noreferrer nofollow" target="_blank" >here</a>.
+A log analysis tool like SigNoz can help you derive insights from logs data quickly while ensuring efficient management and storage. You can check out the [SigNoz GitHub](https://github.com/signoz/signoz) repo <a href = "https://github.com/SigNoz/signoz" rel="noopener noreferrer nofollow" target="_blank" >here</a>.
 
 ## FAQs
 
diff --git a/data/comparisons/graylog-alternatives.mdx b/data/comparisons/graylog-alternatives.mdx
@@ -70,7 +70,7 @@ SigNoz stands out as a cost-effective, open-source alternative that doesn't comp
 
 To get started with SigNoz:
 
-1. Visit the [SigNoz GitHub](https://signoz.io/docs/cicd/github/github-metrics/) repository
+1. Visit the [SigNoz GitHub](https://github.com/signoz/signoz) repository
 2. Follow the installation instructions for your preferred deployment method
 3. Start ingesting your logs and exploring the platform's capabilities
 
diff --git a/data/guides/docker-compose-logs.mdx b/data/guides/docker-compose-logs.mdx
@@ -360,7 +360,7 @@ Docker supports various logging drivers that determine how logs are collected, s
 
 ## Analyzing Docker Compose Logs with SigNoz
 
-While Docker Compose provides essential logging to `stdout` and `stderr`, it lacks advanced features crucial for effective log management in complex environments. As your application scales, it becomes difficult to manage logs from multiple containers and services. In addition, troubleshooting issues across distributed services can be difficult without consolidated logs and insights provided by [log analysis tools](https://signoz.io/comparisons/log-analysis-tools/#essential-features-of-effective-log-analysis-tools), hence the need for a centralized log analysis tool.
+While Docker Compose provides essential logging to `stdout` and `stderr`, it lacks advanced features crucial for effective log management in complex environments. As your application scales, it becomes difficult to manage logs from multiple containers and services. In addition, troubleshooting issues across distributed services can be difficult without consolidated logs and insights provided by [log analysis tools](https://signoz.io/comparisons/log-analysis-tools/), hence the need for a centralized log analysis tool.
 
 SigNoz is a full-stack open-source APM tool that simplifies the process of [monitoring logs](https://signoz.io/blog/log-monitoring/), metrics, and traces in a single pane of glass.
 
diff --git a/data/guides/game-server-monitoring.mdx b/data/guides/game-server-monitoring.mdx
@@ -155,7 +155,7 @@ alert:
 
 - Centralize Log Collection: Aggregate logs from all game servers and related infrastructure for comprehensive monitoring.
 - Implement [Structured Logging](https://signoz.io/guides/structlog/): Ensure logs are well-structured to simplify parsing and analysis.
-- Use [Log Analysis Tools](https://signoz.io/comparisons/log-analysis-tools/#essential-features-of-effective-log-analysis-tools): Correlate logs with in-game events or player actions to identify and resolve issues effectively.
+- Use [Log Analysis Tools](https://signoz.io/comparisons/log-analysis-tools/): Correlate logs with in-game events or player actions to identify and resolve issues effectively.
 
 Example structured log entry:
 
diff --git a/data/guides/log-messages-appearing-twice-with-python-logging.mdx b/data/guides/log-messages-appearing-twice-with-python-logging.mdx
@@ -624,7 +624,7 @@ logging.getLogger('suspected_logger').disabled = True
     
     This method allows you to control which loggers are active and helps determine if disabling certain loggers resolves the duplication problem.
     
-2. Use [log analysis tools](https://signoz.io/comparisons/log-analysis-tools/#essential-features-of-effective-log-analysis-tools): Tools like <a href="https://pypi.org/project/log-analyzer/" rel="noopener noreferrer nofollow" target="_blank">log_analyzer</a> can help identify patterns in your logs. These tools can help you detect patterns, anomalies, or redundancy in your log messages. They often provide features like filtering, sorting, and visualizing log data to make it easier to spot issues
+2. Use [log analysis tools](https://signoz.io/comparisons/log-analysis-tools/): Tools like <a href="https://pypi.org/project/log-analyzer/" rel="noopener noreferrer nofollow" target="_blank">log_analyzer</a> can help identify patterns in your logs. These tools can help you detect patterns, anomalies, or redundancy in your log messages. They often provide features like filtering, sorting, and visualizing log data to make it easier to spot issues
 
 ## Enhancing Logging with SigNoz for Distributed Systems
 

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`@@ -178,7 +178,7 @@ keywords: [dynatrace alternatives,dynatrace competitors,dynatrace,application mo`
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`181`		`-Are you looking for a [Dynatrace alternative](https://signoz.io/blog/dynatrace-alternatives/#new-relic)? Then you have come to the right place. In this article, we will go through the top 9 Dynatrace alternatives. First, let's briefly discuss what Dynatrace offers and why you might consider other solutions.`
	`181`	`+Are you looking for a [Dynatrace alternative](https://signoz.io/blog/dynatrace-alternatives/)? Then you have come to the right place. In this article, we will go through the top 9 Dynatrace alternatives. First, let's briefly discuss what Dynatrace offers and why you might consider other solutions.`
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