FAQ About Grafana

Grafana
8 months ago | gizem

What is Grafana?

Grafana is an open-source platform used for monitoring, visualization, and analytics of time-series data. It allows users to create interactive and customizable dashboards to visualize metrics, logs, and other data from various sources. Grafana is widely used in IT operations, DevOps, and business intelligence contexts to gain insights into the performance, availability, and behavior of systems and applications.

Grafana
8 months ago | gizem

What is the purpose of Grafana?

The primary purpose of Grafana is to provide a platform for monitoring, visualization, and analytics of time-series data. It serves as a centralized hub for gathering data from various sources, creating interactive dashboards, and gaining insights into the behavior and performance of systems, applications, and services. Here are some key purposes of Grafana:

  • Monitoring: Grafana allows users to monitor the health, performance, and availability of systems, applications, and infrastructure components. It provides real-time and historical data visualizations to help users identify trends, anomalies, and potential issues.
  • Visualization: Grafana enables users to transform raw data into visual representations such as charts, graphs, tables, and maps. These visualizations make it easier to understand complex data sets and identify patterns or correlations.
  • Dashboard Creation: Grafana's main purpose is to create interactive and customizable dashboards that aggregate data from multiple sources into a single view. Dashboards provide a consolidated way to track metrics, logs, and other relevant information in one place.
  • Alerting: Grafana supports alerting based on defined thresholds and conditions. Users can set up alerts to be notified when certain metrics go above or below specified levels, helping them respond to critical events promptly.
  • Troubleshooting and Diagnostics: Grafana helps users troubleshoot issues by providing insights into the root causes of problems. With the ability to drill down into detailed data and visualizations, users can identify bottlenecks, performance degradation, and other issues affecting their systems.
  • Capacity Planning: By analyzing historical data trends and patterns, Grafana assists in capacity planning. Users can identify potential resource shortages or overutilization, enabling them to make informed decisions about scaling resources.
  • Business Intelligence: Grafana is also used for business intelligence purposes, as it enables organizations to analyze and visualize key performance indicators (KPIs), sales data, user engagement metrics, and more.
Grafana
8 months ago | gizem

Is Grafana an open-source tool?

Yes, Grafana is an open-source tool. It is released under the terms of the Apache License 2.0, which is a permissive open-source license. This means that Grafana's source code is publicly available and can be freely used, modified, and distributed by anyone according to the terms of the license.

Being open-source has contributed to Grafana's popularity and widespread adoption. It has enabled a vibrant community of developers, contributors, and users to collaborate on improving and extending the tool's features, capabilities, and integrations. The open-source nature of Grafana encourages innovation, customization, and the creation of a wide range of plugins, extensions, and integrations that cater to various use cases and scenarios.

Grafana
8 months ago | gizem

What data sources does Grafana support?

Grafana supports a wide range of data sources, allowing users to connect to various databases, cloud services, and monitoring systems. Here are some of the commonly supported data sources in Grafana:

  • Prometheus: An open-source monitoring and alerting toolkit often used for time-series data and metrics collection.
  • InfluxDB: A high-performance, open-source time-series database used for storing and querying time-series data.
  • Elasticsearch: A distributed search and analytics engine, commonly used for storing and querying log data.
  • Graphite: An open-source software for monitoring and graphing time-series data.
  • Microsoft Azure Monitor: A cloud-based monitoring and analytics service for Azure resources and applications.
  • MySQL: An open-source relational database management system.
  • PostgreSQL: An open-source object-relational database system.
  • Amazon CloudWatch: A monitoring and management service for resources in Amazon Web Services (AWS).
  • Google Cloud Monitoring: A monitoring service for Google Cloud Platform (GCP) resources.
  • OpenTSDB: A distributed, scalable time-series database built on HBase.
  • Microsoft SQL Server: A relational database management system developed by Microsoft.
  • Oracle Database: A relational database management system developed by Oracle Corporation.
  • Splunk: A platform for searching, monitoring, and analyzing machine-generated data, including logs and events.
  • DataDog: A monitoring and analytics platform for cloud-scale applications.
  • Apache Cassandra: A highly scalable, distributed NoSQL database management system.
  • Jenkins: An open-source automation server commonly used for continuous integration and continuous delivery (CI/CD).
  • Zabbix: An open-source monitoring solution for network, server, and application monitoring.
  • ServiceNow: An IT service management platform that can be integrated for incident and event management.
  • Snowflake: A cloud-based data warehousing platform.
  • Microsoft Power BI: A business analytics service for interactive data visualization and reporting.
  • MongoDB: A popular open-source NoSQL database.
  • New Relic: A monitoring and observability platform for applications and infrastructure.
  • Couchbase: A NoSQL database for building scalable, high-performance applications.
  • Apache Kafka: A distributed event streaming platform.
  • ClickHouse: An open-source columnar database for real-time analytical processing.
Grafana
8 months ago | gizem

How do I install Grafana?

Installing Grafana involves several steps, and the process might vary slightly based on your operating system or distribution. Here, I'll provide a general overview of how to install Grafana on a Linux-based system using a package manager. Make sure to refer to the official Grafana documentation for the most up-to-date and specific instructions for your system.

Installing Grafana on Ubuntu:

  • Add Grafana APT repository
  • Import Grafana GPG key
  • Update package list
  • Install Grafana
  • Start and enable Grafana service
  • Access the Grafana Web Interface

Installing Grafana on CentOS/RHEL:

  • Add Grafana YUM repository
  • Install Grafana
  • Start and enable Grafana service
  • Access the Grafana Web Interface
Grafana
8 months ago | gizem

What are the system requirements for running Grafana?

The system requirements for running Grafana can vary depending on factors such as the amount of data you're handling, the complexity of your dashboards, and the number of users accessing the platform. However, here are some general guidelines for the minimum system requirements:

  • CPU: A modern multi-core processor, such as an Intel Core i3 or equivalent.
  • RAM: At least 2 GB of RAM. More RAM might be necessary for larger installations with multiple users and complex dashboards.
  • Disk Space: Grafana's installation itself doesn't require much disk space, but the amount of storage needed will depend on the volume of data you're collecting and retaining. Dashboards and data source configurations are usually small. However, if you're storing a lot of time-series data, make sure to allocate enough disk space for the underlying database.
  • Operating System: Grafana is compatible with various operating systems, including Linux distributions (such as Ubuntu, CentOS, and Debian), Windows, and macOS.
  • Networking: Ensure that the server running Grafana has access to the internet if you plan to use any external data sources, plugins, or updates.
  • Browser Compatibility: For users accessing Grafana through a web browser, make sure you're using a modern browser that is compatible with Grafana's web interface.
Grafana
8 months ago | gizem

Can I use Grafana on Windows?

Yes, you can use Grafana on Windows. Grafana is a cross-platform tool, which means it can be installed and run on Windows operating systems along with other platforms like Linux and macOS.

To install and use Grafana on Windows, you can follow these steps:

Download Grafana:

  • Visit the official Grafana website (https://grafana.com/grafana/download) and navigate to the "Download Grafana" section. Choose the Windows version and download the installer package (usually in .msi format).

Run the Installer:

  • Locate the downloaded .msi file and double-click to run the installer. Follow the on-screen instructions to install Grafana on your Windows system.

Start Grafana:

  • After the installation is complete, you can start Grafana by either using the Start Menu shortcut or opening a web browser and navigating to http://localhost:3000.

Log In and Configure:

  • When you access Grafana in your web browser, you'll be prompted to log in. The default username and password are usually both set to "admin." After logging in, you can change the password and start configuring your data sources and dashboards.

Create Dashboards:

  • You can create dashboards, add panels, and visualize data just like you would on any other platform. Grafana's web interface and features remain consistent across different operating systems.

Access Grafana from Other Devices:

  • If you want to access Grafana from devices other than your Windows machine, you can do so by using the IP address or hostname of your Windows computer in the URL (http://your-windows-ip:3000).
Grafana
8 months ago | gizem

How do I configure data sources in Grafana?

Configuring data sources in Grafana allows you to connect to external databases, monitoring systems, and other data stores to retrieve and visualize data on your dashboards. Here's a general overview of how to configure data sources in Grafana:

Access the Grafana Web Interface:

Open a web browser and navigate to your Grafana instance's URL (e.g., http://localhost:3000).

Log In:

Log in to Grafana using your credentials. If you're logging in for the first time, use the default username and password (usually "admin" for both).

Navigate to Data Sources:

Once logged in, click on the gear icon (⚙️) on the left sidebar to access the "Configuration" menu. From there, click on "Data Sources."

Add a Data Source:

On the Data Sources page, click the "Add data source" button. This will open a page where you can choose the type of data source you want to configure.

Select Data Source Type:

Choose the type of data source you want to configure. Grafana supports various data source types such as Prometheus, InfluxDB, Elasticsearch, MySQL, and more. Select the appropriate data source type for your use case.

Configure Data Source Settings:

Depending on the chosen data source type, you will need to provide specific configuration settings. These settings might include the data source name, URL, authentication details, and other parameters required to connect to the data source.

Test Connection:

After entering the necessary configuration settings, click the "Save & Test" button. This will attempt to establish a connection to the data source using the provided settings. If the connection is successful, you'll see a confirmation message.

Save Data Source:

Once the connection is tested and successful, click the "Save & Test" button to save the data source configuration.

Use Data Source in Dashboards:

After configuring a data source, you can use it in your Grafana dashboards. When creating or editing a dashboard, you can add panels that use the data from the configured data source.

Create Panels and Visualizations:

When you create or edit a dashboard, add panels to it and configure the visualization settings. Use the data source you configured to select the metrics or data you want to display on the panel.

Grafana
8 months ago | gizem

Which databases can I connect to using Grafana?

Grafana supports a wide range of databases and data sources that you can connect to for visualization and monitoring purposes. Here are some of the databases and data sources you can connect to using Grafana:

  • Prometheus: An open-source systems monitoring and alerting toolkit that specializes in time-series data.
  • InfluxDB: A high-performance, open-source time-series database optimized for fast and efficient storage and retrieval of time-series data.
  • Elasticsearch: A distributed search and analytics engine used for storing and querying structured and unstructured data, including logs.
  • Graphite: An open-source software used for monitoring and graphing time-series data, often used for metrics collection.
  • MySQL: A popular open-source relational database management system.
  • PostgreSQL: Another open-source relational database management system known for its advanced features and extensibility.
  • Microsoft SQL Server: A relational database management system developed by Microsoft.
  • Amazon CloudWatch: A monitoring and management service for resources in Amazon Web Services (AWS).
  • Google Cloud Monitoring: A monitoring service for Google Cloud Platform (GCP) resources.
  • OpenTSDB: A distributed, scalable time-series database built on top of HBase.
  • Cassandra: A distributed NoSQL database management system known for its scalability and fault tolerance.
  • DataDog: A monitoring and analytics platform for cloud-scale applications.
  • Snowflake: A cloud-based data warehousing platform.
  • Zabbix: An open-source monitoring solution for network, server, and application monitoring.
Grafana
8 months ago | gizem

What is a dashboard in Grafana?

In Grafana, a dashboard is a visual representation of data that allows you to monitor and analyze various metrics and information from different data sources in a single, organized view. Dashboards are a core feature of Grafana and provide an interactive and customizable way to display data using a variety of visualizations and panels.

Grafana
8 months ago | gizem

Can I customize the appearance of my Grafana dashboard?

Yes, you can customize the appearance of your Grafana dashboard to match your preferences and make it more visually appealing. Grafana provides various customization options to help you create dashboards that suit your specific needs and branding.

Grafana
8 months ago | gizem

What are panels in Grafana dashboards?

In Grafana dashboards, panels are the individual visual elements that display data from your data sources. Panels are used to visualize metrics, logs, and other information in a graphical format, making it easier to understand trends, patterns, and anomalies. Each panel represents a specific visualization type and can be customized to display data from different data sources, time ranges, and configurations.

Grafana
8 months ago | gizem

What visualization options does Grafana offer?

Grafana offers a variety of visualization options to help you present your data in meaningful and informative ways. These visualization options cater to different types of data and use cases, allowing you to choose the best representation for your data. Here are some of the visualization options available in Grafana:

  • Graph: The graph visualization is suitable for time-series data. It can display multiple series on the same graph, making it easy to compare trends and patterns.
  • Singlestat: Singlestat panels display a single value, making them ideal for showcasing a single metric or key value.
  • Table: The table visualization presents tabular data, which is useful for displaying data in a structured format. It can include sortable columns and support data grouping.
  • Bar Gauge: Bar gauges provide a simple and intuitive way to visualize metrics as a percentage of a whole. They are suitable for showing progress or utilization.
  • Pie Chart: Pie charts display data as slices of a circular chart, making it easy to visualize the distribution of data among different categories.
  • Heatmap: Heatmaps use colors to represent data values in a grid format. They are effective for showing data density and variations.
  • Stat: The stat visualization presents a single value with a label, making it suitable for showcasing key metrics and values.
  • Gauge: Gauges are circular charts that represent a value as a position on the gauge. They are commonly used to display ranges and utilization metrics.
  • Singlestat Plus Sparkline: This visualization combines a singlestat panel with a small sparkline chart, providing a quick overview of trends alongside a single value.
  • Logs: The logs visualization displays log data in a list format, helping you monitor and analyze logs from various sources.
  • Histogram: Histograms divide data into bins or buckets and show the frequency distribution of values.
  • Worldmap: The worldmap visualization lets you plot data on a world map, allowing you to visualize geographic distribution.
  • Discrete: The discrete visualization displays discrete values in a horizontal or vertical bar format, making it useful for categorical data.
  • Radar: Radar charts show multivariate data in a circular format, with axes emanating from the center.
  • Clock: The clock visualization presents time-based data in a clock-like format, helping you visualize events over a 24-hour period.
Grafana
8 months ago | gizem

Can I use custom plugins for visualizations in Grafana?

Yes, you can use custom plugins for visualizations in Grafana. Grafana's extensibility is one of its key strengths, allowing you to enhance its capabilities by adding your own custom visualizations and features. Custom plugins enable you to create specialized visualizations that may not be available out of the box or to integrate Grafana with other data sources, services, or visualization libraries.

Grafana
8 months ago | gizem

What notification channels are supported for alerts?

Grafana supports a variety of notification channels that you can use to receive alerts when specific conditions are met in your data. These notification channels allow you to stay informed about issues or anomalies in your systems, applications, and services. Here are some of the notification channels supported for alerts in Grafana:

  • Email: You can configure Grafana to send email notifications when alerts are triggered. Email notifications can be sent to one or multiple recipients and can include customizable subject lines and content.
  • Slack: Grafana can send alert notifications to Slack channels or direct messages. You'll need to set up a Slack webhook and provide the webhook URL in the notification configuration.
  • Microsoft Teams: Similar to Slack, Grafana supports sending alerts to Microsoft Teams channels using a webhook URL.
  • PagerDuty: PagerDuty integration allows you to create incidents and trigger responses when alerts are triggered.
  • Webhooks: Grafana can send HTTP POST requests to custom webhook URLs. This enables integration with various third-party services that support webhook notifications.
  • Telegram: You can use Telegram bot tokens to send alerts to specific Telegram chats or groups.
  • DingTalk: DingTalk integration allows you to send alerts to DingTalk groups or chatbots.
  • WeChat: Grafana can send alerts to WeChat Work groups using custom webhook URLs.
  • OpsGenie: OpsGenie integration lets you create alerts and incidents in OpsGenie when Grafana alerts are triggered.
  • VictorOps: VictorOps integration allows you to trigger incidents in VictorOps when alerts occur.
  • HipChat: You can send alert notifications to HipChat rooms using a webhook URL.
  • Line: Grafana can send alerts as Line messages to specific Line chats or groups.
  • Talk (Rocket.Chat): Rocket.Chat integration allows you to send alerts to specific Rocket.Chat channels.
  • Discord: Grafana can send alert notifications to Discord servers or channels using a webhook URL.
  • Google Hangouts Chat: Similar to other messaging platforms, you can configure Grafana to send alerts to Google Hangouts Chat rooms.
  • Pushover: Grafana supports sending alerts to mobile devices using the Pushover service.
  • Threema: Threema integration allows you to send alerts as Threema messages to specific Threema IDs.
  • Custom: If none of the built-in notification channels suit your needs, you can use custom webhook URLs to send alerts to any service that supports HTTP requests.
Grafana
8 months ago | gizem

Can I create dynamic dashboards in Grafana?

Yes, you can create dynamic dashboards in Grafana using features such as templating and variables. Dynamic dashboards allow you to create flexible and interactive visualizations that adapt to different contexts, time ranges, data sources, and more. This is particularly useful when you want to create a single dashboard that can provide insights for multiple scenarios without having to create separate dashboards for each case.

Grafana
8 months ago | gizem

How does templating work in Grafana?

Templating in Grafana is a powerful feature that allows you to create dynamic and customizable dashboards by using variables. Variables act as placeholders for values that can be dynamically changed, enabling you to create dashboards that adapt to different contexts, time ranges, data sources, and more. Templating enhances the flexibility and interactivity of your dashboards, making them more user-friendly and versatile.

Grafana
8 months ago | gizem

What is Loki, and how does it relate to Grafana?

Loki is an open-source log aggregation system developed by Grafana Labs. It is designed to efficiently collect, store, and query log data from various sources. Loki is built to address the challenges of handling high-volume, high-cardinality log data in a scalable and cost-effective manner.

Loki is part of the broader Grafana ecosystem and is often used in conjunction with Grafana to provide comprehensive observability and monitoring capabilities.

Grafana
8 months ago | gizem

Can I integrate Grafana with Prometheus?

Yes, you can integrate Grafana with Prometheus, and in fact, Grafana and Prometheus are often used together as part of a comprehensive observability and monitoring solution. Prometheus is a popular open-source monitoring and alerting toolkit that specializes in collecting and storing time-series data, while Grafana is a visualization and dashboarding platform that helps you create informative visualizations of your data.

Grafana
8 months ago | gizem

What is Grafana Cloud?

Grafana Cloud is a hosted observability platform provided by Grafana Labs. It's designed to simplify the deployment, management, and scaling of observability solutions, allowing organizations to monitor and analyze their applications and infrastructure effectively. Grafana Cloud combines various services and features from the Grafana ecosystem into a unified platform. Please note that there might have been developments or changes in Grafana Cloud since then.

Grafana
8 months ago | gizem

Is there a mobile app for Grafana?

Yes, there is a mobile app for Grafana called "Grafana Mobile" that allows you to access and interact with your Grafana dashboards on your mobile devices. The Grafana Mobile app is available for both iOS and Android platforms, providing a convenient way to monitor your systems, visualize data, and receive alerts while on the go.

Grafana
8 months ago | gizem

Can I use single sign-on (SSO) with Grafana?

Yes, you can use single sign-on (SSO) with Grafana to provide users with a seamless authentication experience and simplify access to your Grafana instance. SSO allows users to log in to Grafana using their existing credentials from a centralized identity provider (IdP), eliminating the need for separate usernames and passwords for each application. Grafana supports various SSO methods, including OAuth, SAML, and custom authentication proxies.

Grafana
8 months ago | gizem

What are annotations in Grafana?

Annotations in Grafana are visual markers that you can add to your graphs and panels to provide context, highlight specific events, or add important information to your visualizations. Annotations help you correlate time-series data with significant events, changes, incidents, or other contextual information. They are a valuable tool for identifying patterns, trends, and relationships within your data.

Grafana
8 months ago | gizem

Can I use time-series data in Grafana?

Yes, Grafana is specifically designed to work with time-series data. Time-series data is a type of data that is recorded and organized based on timestamps, making it suitable for tracking changes over time. Grafana's primary use case is to visualize and analyze time-series data, making it an excellent tool for monitoring and observability.

Grafana
8 months ago | gizem

What are data sources plugins in Grafana?

Data source plugins in Grafana are extensions that allow you to connect to various external data repositories, databases, services, and APIs to retrieve and visualize data within your Grafana dashboards. These plugins enable Grafana to act as a unified dashboarding and visualization platform, pulling data from different sources and presenting it in a consistent and informative manner. Data source plugins greatly expand Grafana's versatility and utility by allowing you to monitor, analyze, and visualize diverse datasets.

Grafana
8 months ago | gizem

Can I import/export Grafana dashboards?

Yes, you can import and export Grafana dashboards to share them with others, back them up, or migrate them between different Grafana instances. Importing and exporting dashboards is a useful feature that allows you to easily transfer dashboard configurations, panels, visualizations, and settings.

Grafana
8 months ago | gizem

How do I set up Grafana behind a reverse proxy?

Setting up Grafana behind a reverse proxy is a common configuration that allows you to improve security, manage access, and add additional features like SSL/TLS termination and load balancing. A reverse proxy serves as an intermediary between the client and the Grafana server, handling requests and forwarding them to Grafana.

Grafana
8 months ago | gizem

What is Grafana Explore used for?

Grafana Explore is a feature that allows you to interactively explore and query your time-series data, logs, and other metrics directly within the Grafana web interface. It's a powerful tool designed to make it easier to understand your data, discover insights, and troubleshoot issues by providing a user-friendly interface for exploring different data sources.

Grafana
8 months ago | gizem

Can I visualize logs using Grafana?

Yes, you can visualize logs using Grafana, especially when you're working with log aggregation systems like Loki. Loki is a log aggregation and storage system that works well with Grafana to provide powerful log visualization capabilities. With Loki, you can query, filter, and visualize logs directly within Grafana, enhancing your ability to monitor and troubleshoot issues in your applications and systems.

Grafana
8 months ago | gizem

What is the Grafana Worldmap panel used for?

The Grafana Worldmap panel is a visualization tool that allows you to display location-based data on an interactive world map within your Grafana dashboard. This panel is particularly useful for visualizing data with geographical attributes, such as tracking events, monitoring assets, displaying metrics by region, and more. It enables you to gain insights into data patterns that are tied to specific geographical locations.

Grafana
8 months ago | gizem

What is the purpose of the Grafana Marketplace?

The Grafana Marketplace serves as a central hub for discovering, installing, and managing plugins, panels, apps, and other extensions that enhance the functionality and capabilities of the Grafana platform. It provides a way for the Grafana community to share and access various extensions, empowering users to customize their Grafana experience and tailor it to their specific monitoring and visualization needs.

Grafana
8 months ago | gizem

Can I create user roles and permissions in Grafana?

Yes, you can create user roles and manage permissions in Grafana to control access and actions within the platform. Grafana's access control system allows you to define user roles, assign permissions, and control what users can do in terms of viewing, editing, and managing dashboards, data sources, and other resources.

Grafana
8 months ago | gizem

Can I use Grafana for business intelligence (BI) purposes?

Yes, you can use Grafana for business intelligence (BI) purposes to a certain extent, although it's important to be aware of its strengths and limitations in the context of traditional BI tools. Grafana is primarily designed for real-time monitoring, visualization of time-series data, and metrics analysis, which makes it more suitable for operational monitoring and analytics rather than traditional BI tasks.

Grafana
8 months ago | gizem

What is the Loki LogQL language?

Loki LogQL (Log Query Language) is a query language specifically designed for querying and filtering log data in the context of the Loki log aggregation system. Loki, developed by Grafana Labs, is a distributed log aggregation and storage system that is optimized for handling and querying log data at scale. LogQL is used to search and retrieve logs from Loki's storage, enabling users to analyze and gain insights from log data.

Grafana
8 months ago | gizem

Can I import JSON data into Grafana?

Grafana primarily focuses on visualizing time-series data and metrics, so its native data sources are designed to work with time-series databases and data formats like Graphite, InfluxDB, Prometheus, Elasticsearch, and more. However, if you want to import JSON data into Grafana for visualization, you might need to preprocess or convert your JSON data into a compatible format that Grafana understands, such as time-series data.

Grafana
8 months ago | gizem

What are transformations in Grafana, and how can I use them?

Transformations in Grafana are a set of features that allow you to modify, manipulate, and preprocess data before it is displayed in your visualizations. Transformations provide a way to shape your data to better fit your analysis needs and create more informative and insightful visualizations. Transformations can be applied to data from various data sources, including time-series databases, logs, and other sources.

Grafana
8 months ago | gizem

What is the future development roadmap for Grafana?

I don't have access to real-time data, and I'm unable to provide the most up-to-date information about the current or future development roadmap for Grafana beyond that date. However, as of that time, Grafana Labs has been actively developing and evolving the Grafana platform to address user needs, improve functionality, and introduce new features.

To stay informed about the latest developments and the future roadmap of Grafana, I recommend visiting the official Grafana website, subscribing to their official blog, or following their social media channels. These sources often provide insights into upcoming features, enhancements, and changes planned for Grafana.

If you're interested in the latest developments, consider checking the Grafana GitHub repository, community forums, and other official communication channels for announcements, discussions, and information on the project's direction.

Please note that software projects' development roadmaps can change over time based on user feedback, technology trends, and other factors. For the most accurate and current information, it's best to refer to the official Grafana resources or communicate directly with the Grafana Labs team.

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