Skip to main content

12 Best EDR Tools Shortlist

After a thorough evaluation, I've selected and shortlisted these top EDR tools to help you manage endpoint detection and response:

  1. Kaspersky - Best for robust malware detection
  2. Broadcom Symantec Endpoint Security - Best for large-scale enterprises
  3. Cynet - Best for automated threat discovery
  4. Cybereason EDR - Best for real-time attack visualization
  5. VMware Carbon Black Endpoint - Best for cloud-native environments
  6. Trellix Endpoint Security - Best for comprehensive threat analysis
  7. Sophos EDR - Best for simplicity and ease of use
  8. Kandji - Best for Apple device management
  9. CrowdStrike Falcon® Go - Best for speed of deployment
  10. ConnectWise Endpoint Detection and Response (EDR) - Best for small to medium businesses
  11. SentinelOne - Best for AI-driven threat detection
  12. Acronis - Best for data protection capabilities

Endpoint Detection and Response (EDR) tools are like a robust, next-generation antivirus, providing a critical line of defense against potential threats targeting not just Windows, but various operating systems including Linux. Whether they're running on laptops, mobile devices, or on-premises workloads, EDR tools tirelessly monitor for suspicious activity and malicious actions. They are designed to detect, investigate, and respond to security incidents swiftly and efficiently, ensuring the root cause of any suspicious activity is identified and addressed.

Many also integrate with apps, enhancing their usefulness in your existing environment. For example, McAfee EDR provides an additional Anti-Malware Protection (AMP) layer that monitors and secures apps against security threats. As someone who has seen their effectiveness first-hand, I know that the right EDR tool can dramatically reduce the time it takes to respond to security incidents, fitting seamlessly into the MITRE ATT&CK framework. I trust these tools for my security needs, and I think exploring these options can be beneficial for you as well.

What Are EDR Tools?

Endpoint Detection and Response (EDR) tools are integral components in the cybersecurity toolset, primarily used by IT professionals, security analysts, and network administrators. These tools are designed to continuously monitor and gather data from endpoint devices, such as workstations and servers, to detect, analyze, and mitigate potential cybersecurity threats.

Organizations leverage EDR tools to protect their network infrastructure from malware, ransomware, phishing, and other sophisticated cyberattacks. With their advanced capabilities, these solutions provide valuable insights, real-time threat detection, and rapid incident response, making them indispensable in the modern, complex digital environment.

The EDR capabilities of these tools range from sandboxing potential threats and intercepting zero-day exploits, like those identified by Palo Alto Networks and Sophos Intercept X, to extended detection of more subtle, fileless threats and Indicators of Compromise (IOCs). Some, like Cynet 360, offer comprehensive security operations (SOC) modules and managed detection and response (MDR) services.

Overviews of the 12 Best EDR Tools

1. Kaspersky - Best for robust malware detection

Kaspersky EDR tool management console
Whether you manage several hundred workstations or hundred thousands, on a centralized or distributed infrastructure or both, Kaspersky security center makes it easy to install, configure and manage our comprehensive security technologies.

Kaspersky is an industry leader in cybersecurity, providing advanced endpoint protection with its EDR solution. This tool excels at identifying and neutralizing malware threats, setting it apart from the crowd.

Why I Picked Kaspersky:

I selected Kaspersky for its unyielding commitment to robust malware detection and mitigation. As an industry giant, Kaspersky is renowned for its unparalleled ability to handle advanced threats, which I judged vital for any organization. Given its impressive record, I believe Kaspersky is "Best for robust malware detection."

Standout Features & Integrations:

Kaspersky EDR provides comprehensive endpoint visibility, threat-hunting capabilities, and automated response mechanisms. These features, combined with a powerful AI engine, ensure prompt and efficient malware detection. It also integrates well with other Kaspersky cybersecurity solutions, enhancing its threat detection and response capabilities.


Pricing for Kaspersky starts from $30/user/month (billed annually).


  • Advanced threat hunting and response
  • Highly efficient malware detection
  • Excellent integration with other Kaspersky solutions


  • High starting price
  • Pricing structure might be complicated for some users
  • Lacks a free trial option

2. Broadcom Symantec Endpoint Security - Best for large-scale enterprises

Broadcom Symantec Endpoint Security EDR tool
Here is a screenshot of Broadcom Symantec Endpoint Security's navigation dashboard.

Broadcom Symantec Endpoint Security delivers a comprehensive defensive suite to protect against advanced threats. As a powerful EDR tool, it's perfectly tailored to meet the complex security needs of large-scale enterprises.

Why I Picked Broadcom Symantec Endpoint Security:

Broadcom Symantec Endpoint Security caught my eye due to its comprehensive feature set and scalability, making it ideal for large-scale businesses. When I compared it to other EDR tools, its robustness and capacity to protect complex enterprise networks stood out.

Its ability to handle enterprise-scale cybersecurity challenges is why I believe it's "Best for large-scale enterprises."

Standout Features & Integrations:

Broadcom Symantec Endpoint Security offers comprehensive threat protection, machine learning-driven threat detection, and insightful analytics. It also provides a cloud-based console for managing security across the enterprise.

The tool integrates seamlessly with Symantec’s other security products, ensuring a robust, unified security posture.


Broadcom Symantec Endpoint Security pricing starts from $40/user/month (billed annually).


  • Comprehensive threat protection
  • Scalable for large organizations
  • Effective integrations with Symantec products


  • High starting price
  • May be complex for smaller organizations
  • Interface could be more intuitive

3. Cynet - Best for automated threat discovery

Cynet EDR tool incident view
This is Cynet, it automates investigations by combining related alerts into unified incidents.

Cynet excels in offering a platform that detects and mitigates threats automatically. Its ability to rapidly discover and respond to security issues makes it a perfect fit for organizations requiring automated threat discovery.

Why I Picked Cynet:

When selecting an EDR tool, I was particularly impressed by Cynet's emphasis on automated threat discovery. In my opinion, the need for a rapid response to cyber threats in the digital age is paramount, and Cynet's automation capabilities make it stand out.

Its ability to efficiently automate the threat discovery process is why I consider Cynet "Best for automated threat discovery."

Standout Features & Integrations:

Cynet's EDR solution is equipped with AI-driven threat detection, automated incident response, and user behavior analytics. It's their platform's automated threat discovery that truly shines. Cynet integrates effectively with other security systems, expanding its reach and boosting the overall security posture.


Pricing for Cynet starts from $45/user/month (billed annually).


  • Efficient automated threat discovery
  • Excellent AI-driven threat detection
  • User-friendly interface


  • High starting price
  • Limited third-party integrations
  • Relatively new to the market

4. Cybereason EDR - Best for real-time attack visualization

Cybereason EDR Tool Discovery dashboard
With Cybereason threat intelligence aggregates multiple threat feeds and cross-examines those feeds against machine learning analysis to rank the various threat feeds based on their historical accuracy for particular types of threats from various adversary groups.

Cybereason EDR excels in mapping cyber threats in real-time, delivering comprehensive visual insight. Its unique emphasis on visualization offers users a thorough understanding of the attack surface and potential vulnerabilities.

Why I Picked Cybereason EDR:

When forming this list, I appreciated Cybereason EDR for its capability to visualize attacks as they unfold. It caught my attention because understanding the flow and potential impact of a threat is as important as detecting it. This tool stands out due to its superior real-time attack visualization, hence making it the "Best for real-time attack visualization."

Standout Features & Integrations:

The Cybereason EDR tool provides impressive features like AI-driven monitoring, threat hunting, and most importantly, real-time attack visualization. It effectively integrates with a wide range of security tools, enhancing its functionality and making it an indispensable part of any security setup.


Pricing for Cybereason EDR starts from $25/user/month (billed annually).


  • Excellent real-time attack visualization
  • Comprehensive threat-hunting capabilities
  • Broad range of integrations


  • Pricing can be steep for smaller businesses
  • Slightly complex user interface
  • Limited in-built remediation tools

5. VMware Carbon Black Endpoint - Best for cloud-native environments

VMware's process analysis tree
Here is a view of VMware's process analysis tree within the process analysis page.

VMware Carbon Black Endpoint is a cutting-edge EDR solution designed specifically to secure cloud-native environments. This tool offers advanced threat detection and response capabilities, tailored to fit the unique needs of cloud-based infrastructures.

Why I Picked VMware Carbon Black Endpoint:

In selecting tools for this list, I found VMware Carbon Black Endpoint to be particularly noteworthy because of its focus on cloud-native security. In a market where most solutions try to cover all bases, VMware Carbon Black Endpoint stands apart, offering robust, tailor-made security for cloud environments. Consequently, I believe it is the "Best for cloud-native environments."

Standout Features & Integrations:

Some significant features of VMware Carbon Black Endpoint include robust threat hunting, detailed incident investigation, and remediation options. Furthermore, it integrates well with various SIEM solutions, firewalls, and IAM systems, enhancing its overall effectiveness within a cloud environment.


The pricing for VMware Carbon Black Endpoint starts from $30/user/month (billed annually).


  • Tailored security solutions for cloud environments
  • Advanced threat hunting and incident investigation capabilities
  • Wide range of integrations with other security tools


  • May not be the best fit for non-cloud environments
  • Can be complex for users without cloud security experience
  • Pricing might be high for small businesses

6. Trellix Endpoint Security - Best for comprehensive threat analysis

Sample image from Trellix Endpoint Security EDR tool
This is a sample image from Trellix Endpoint Security where the monitoring workspace presents high-quality, actionable endpoint threat detection without the noise.

Trellix Endpoint Security is a leading-edge EDR solution designed to deliver extensive threat analysis. It combines behavioral analytics, machine learning, and threat intelligence to deliver a robust endpoint security system.

Why I Picked Trellix Endpoint Security:

In my selection process, Trellix Endpoint Security stood out for its commitment to delivering in-depth threat analysis. This tool goes beyond just detection and response; it provides comprehensive insight into threats, offering users a clearer understanding of potential vulnerabilities.

Given these strengths, it's my opinion that Trellix Endpoint Security is the "Best for comprehensive threat analysis."

Standout Features & Integrations:

Trellix Endpoint Security stands out with its extensive feature set, including real-time analytics, threat hunting capabilities, and automated responses. Integration-wise, it pairs well with SIEM systems, threat intelligence platforms, and even network security tools, fostering a holistic security ecosystem.


Pricing for Trellix Endpoint Security starts from $25/user/month (billed annually).


  • Comprehensive threat analysis capabilities
  • Seamless integration with other security platforms
  • Advanced behavioral analytics and machine learning features


  • May have a steep learning curve for users new to EDR
  • Pricing could be a deterrent for smaller businesses
  • Overly complex for businesses with basic security needs

7. Sophos EDR - Best for simplicity and ease of use

Sophos central dashboard
Here is a screenshot of Sophos central dashboard.

Sophos EDR is an endpoint detection and response platform designed with a straightforward interface and user-friendly features. It delivers effective security controls for threat detection, investigation, and response, which aligns perfectly with its reputation for simplicity and ease of use.

Why I Picked Sophos EDR:

I chose Sophos EDR for this list because it prioritizes a clear and accessible user experience without compromising on its security capabilities. Compared to other tools, its intuitive design and ease of use make it an excellent choice for those who may not be deeply versed in endpoint security. Consequently, I believe it deserves the title of "Best for simplicity and ease of use."

Standout Features & Integrations:

Sophos EDR is packed with useful features such as deep learning technology, threat-hunting capabilities, and incident response tools. As for integrations, it effectively pairs with the Sophos Central platform, which includes other Sophos security products, enabling a synchronized security strategy.


Pricing for Sophos EDR starts from $20/user/month (billed annually).


  • User-friendly interface
  • Integration with Sophos Central
  • Effective threat detection and response


  • Might be basic for advanced security needs
  • Relies heavily on other Sophos products for full functionality
  • Limited third-party integrations

8. Kandji - Best for Apple device management

Kandji EDR Tool app integration
In addition to supporting application and custom apps, Kandji is redefining automated patch management with Auto Apps, a library of business applications that pre-package, host, and patch – forever.

Kandji is a comprehensive device management solution dedicated to Apple devices, from iPhones to Macs. Its purpose is to streamline device setup, enforce compliance policies, and manage software installations, making it an optimal choice for businesses seeking efficient Apple device management.

Why I Picked Kandji:

Kandji caught my attention due to its specific focus on Apple devices, unlike other broader endpoint management tools. By specializing, Kandji offers advanced features that particularly cater to the requirements of Apple devices. Given this niche focus, I selected Kandji as the "Best for Apple device management."

Standout Features & Integrations:

Kandji's impressive feature set includes zero-touch deployment, one-click compliance templates, and automatic de-provisioning of devices. It integrates effectively with Apple Business Manager for seamless device management and also supports integration with identity providers like Okta and Microsoft Azure AD.


Pricing for Kandji starts from $10/device/month (billed annually) with a minimum of 20 devices required.


  • Specialized in Apple devices
  • Advanced compliance features
  • Integrates with Apple Business Manager


  • No support for non-Apple devices
  • Minimum device requirement for pricing
  • The user interface may be complex for new users

9. CrowdStrike Falcon® Go - Best for speed of deployment

CrowdStrike Falcon EDR tool
This is Falcon's insight that delivers continuous, comprehensive endpoint visibility that spans detection, response, and forensics to ensure nothing is missed and potential breaches are stopped.

CrowdStrike Falcon® Go is a tool designed to enhance and secure the remote workforce. This cloud-native solution offers rapid deployment capabilities, which makes it easier to safeguard endpoints even in large-scale remote work scenarios. The speed and efficiency of its deployment align perfectly with its positioning as the best for speed of deployment.

Why I Picked CrowdStrike Falcon® Go:

When I looked at endpoint security tools, I noticed CrowdStrike Falcon® Go stood out for its quick deployment ability. This characteristic differentiates it from other tools that often require more time and resources for successful implementation. Consequently, I determined that it was the "Best for speed of deployment," considering the increasing demand for quick and efficient remote work solutions.

Standout Features & Integrations:

CrowdStrike Falcon® Go's most noteworthy features include real-time endpoint visibility, threat hunting, and threat intelligence. It also boasts a powerful API for integration with existing security infrastructure, contributing to its agility and speed. It seamlessly integrates with major security and IT operations applications like SIEM, ITSM, and vulnerability management solutions.


Pricing for CrowdStrike Falcon® Go is available upon request.


  • Rapid deployment capabilities
  • Real-time endpoint visibility
  • Powerful integration options


  • Pricing is not transparent
  • May require a learning curve
  • Limited features compared to comprehensive security solutions

10. ConnectWise Endpoint Detection and Response (EDR) - Best for small to medium businesses

ConnectWise's manage plugin
Take a look at ConnectWise's manage plugin. It integrates ConnectWise PSA (formerly ConnectWise Manage), an EDR incident generates corresponding tickets in both ConnectWise Automate and ConnectWise PSA.

ConnectWise EDR is a cybersecurity tool designed to provide businesses with proactive defense against cyber threats. Its simplified yet effective features tailored for small to medium businesses make it stand out, thus justifying its ranking as best for small to medium businesses.

Why I Picked ConnectWise Endpoint Detection and Response (EDR):

I chose ConnectWise EDR for this list because of its focus on serving small to medium businesses, an often underrepresented sector in cybersecurity. The tool provides robust protection without overwhelming the user with complex functions. I believe it's "Best for small to medium businesses" because it delivers quality cybersecurity measures within an accessible and manageable platform, meeting the specific needs of these types of businesses.

Standout Features & Integrations:

ConnectWise EDR's standout features include threat intelligence, behavior-based detection, and automated response. Additionally, it offers detailed visibility and control over network activities. In terms of integrations, it works well with ConnectWise's suite of solutions and popular IT management software, creating a streamlined workflow for businesses.


The pricing for ConnectWise EDR starts from $20/user/month (billed annually).


  • Designed specifically for small to medium businesses
  • Provides behavior-based detection
  • Offers integrations with popular IT management software


  • Complexity may increase for larger enterprises
  • Pricing may be high for very small businesses
  • Limited features compared to some enterprise-focused solutions

11. SentinelOne - Best for AI-driven threat detection

SentinelOne's central dashboard
Take a peek at SentinelOne's central dashboard.

SentinelOne is a powerful endpoint protection platform that leverages artificial intelligence to identify and mitigate threats. This sophisticated AI-based approach enables it to quickly analyze behaviors and patterns, making it an excellent choice for AI-driven threat detection.

Why I Picked SentinelOne:

I selected SentinelOne because of its advanced use of artificial intelligence in threat detection and response. Its differentiation lies in its behavioral AI models, which can identify and act on threats faster than traditional methods.

I consider it "Best for AI-driven threat detection" because of its ability to utilize machine learning to consistently improve its threat detection capabilities, making it more efficient and effective over time.

Standout Features & Integrations:

Key features of SentinelOne include active threat detection, autonomous response, and detailed threat visibility. These work together to provide a proactive approach to endpoint security. It also integrates well with a wide range of systems and platforms such as SIEM, SOAR, and ITSM tools, which further enhance its security coverage and management capabilities.


Pricing for SentinelOne begins at $45/user/month, but specific pricing details depend on the needs of the business and the scale of the deployment.


  • Uses advanced AI for threat detection
  • Provides autonomous response capabilities
  • Integrates with a variety of systems and platforms


  • High cost for small businesses
  • May require a learning curve to fully utilize all features
  • Could be considered too complex for businesses with simpler security needs

12. Acronis - Best for data protection capabilities

Acronis cyber protect cloud dashboard
Here is the Acronis cyber protect cloud dashboard.

Acronis is an endpoint security solution that provides comprehensive data protection and cybersecurity. With an emphasis on data backup, recovery, and anti-ransomware, it excels in safeguarding business-critical data, justifying its position as best for data protection capabilities.

Why I Picked Acronis:

I chose Acronis primarily for its superior data protection capabilities. Its differentiation from other tools is apparent in its focus on protecting, accessing, and recovering data from any disaster, thereby ensuring business continuity. When considering its functionality and efficiency in data protection, I find Acronis best suited for businesses with crucial data-safeguarding needs.

Standout Features & Integrations:

Acronis boasts features like proactive anti-ransomware protection, integrated disaster recovery, and secure file sync and share. Moreover, it provides a centralized management dashboard that offers real-time visibility and reports. Important integrations include platforms like Microsoft 365 and Google Workspace, which can be crucial for businesses relying heavily on these tools.


Pricing for Acronis starts from $59/user/year (billed annually). Please note that the pricing can vary based on specific business requirements and deployment scope.


  • Strong emphasis on data protection
  • Offers disaster recovery solution
  • Supports integrations with popular business tools


  • Pricing model could be considered steep for small businesses
  • User interface may be complicated for new users
  • The focus on data protection may overshadow other endpoint security aspects

Other EDR Tools

Below is a list of additional EDR tools that I shortlisted, but did not make it to the top 12. Definitely worth checking them out.

  1. Microsoft Defender for Endpoint - Good for seamless integration with Microsoft ecosystems
  2. Cortex XDR - Good for comprehensive threat visibility across network, cloud, and endpoints
  3. Trend Micro Apex One - Good for automated threat detection and response
  4. Bitdefender - Good for layered protection with machine learning technologies
  5. Xcitium - Good for firms seeking simple yet effective EDR security
  6. Cisco Secure Endpoint - Good for Cisco-integrated businesses wanting centralized protection
  7. VMware Carbon Black EDR - Good for proactive threat hunting and incident response
  8. Coro - Good for comprehensive cyber risk management
  9. Malwarebytes Endpoint Detection and Response (EDR) - Good for robust remediation capabilities against advanced threats
  10. Huntress - Good for SMBs in need of managed threat detection and response
  11. Harmony Endpoint - Good for multi-layered prevention and detection against evasive threats
  12. WatchGuard EPDR - Good for simplified endpoint protection with AI capabilities
  13. Trellix Endpoint Detection and Response (EDR) - Good for active threat hunting with behavioral analytics

Selection Criteria For EDR Tools

After personally testing and thoroughly researching these tools, I came to realize that choosing the right endpoint detection and response (EDR) software requires considering a range of critical factors. Having evaluated dozens of EDR tools, my focus rested on core functionality, key features, and usability, all of which play a pivotal role in the effectiveness of the chosen software.

Core Functionality

When choosing an EDR solution, the tool should enable you to:

  • Detect threats across the network, irrespective of the endpoint they originate from.
  • Respond to detected threats effectively and rapidly.
  • Continuously monitor the network for potential vulnerabilities.
  • Provide detailed reports and analytics to aid in understanding and improving the system's security stance.

Key Features

Key features are important when selecting EDR tools. Here are the features I deemed critical:

  • Behavioral Analysis: This feature allows the EDR to detect threats based on abnormal behavior within the network.
  • Automated Response: An ideal EDR tool should have the ability to respond automatically to detected threats, minimizing potential damage.
  • Threat Hunting: This feature helps in proactively searching for and isolating advanced threats that may not have been detected by traditional methods.
  • Integration Capabilities: The EDR tool should integrate seamlessly with existing security infrastructure to enhance overall threat detection and response.


For the most effective utilization of an EDR tool, the following usability factors should be considered:

  • Ease of Setup and Deployment: The tool should be easy to set up and deploy across different endpoints without causing major disruptions.
  • Intuitive Interface: A well-designed, intuitive interface makes it easier for security teams to understand and navigate the tool, aiding in quicker threat detection and response.
  • Quality Customer Support: Reliable customer support is crucial, especially in instances where immediate response is required to mitigate threats.
  • Robust Training Resources: Comprehensive training resources can help in onboarding users and maximizing the utility of the tool.

People Also Ask

What are the benefits of using EDR tools?

EDR tools offer numerous benefits, including:

  1. Advanced Threat Detection: EDR tools use behavioral analysis to detect sophisticated threats that traditional security measures might miss.
  2. Swift Response: They can automate responses to detected threats, helping to mitigate damage quickly.
  3. Continuous Monitoring: EDR tools continuously monitor network activity, providing real-time updates on security status.
  4. Comprehensive Reporting: They provide detailed reports and analytics to help understand and improve your security posture.
  5. Seamless Integration: Many EDR tools can integrate with existing security infrastructure, enhancing overall threat detection and response capabilities.

How much do EDR tools typically cost?

The cost of EDR tools can vary greatly, depending on the specific features, the scale of deployment, and the vendor. Prices can range from $5 to over $100 per user per month.

What are the common pricing models for EDR tools?

Most EDR tools use a subscription-based pricing model, typically charged per endpoint or user per month. Some vendors may offer tiered pricing, with different levels of functionality and support available at each tier.

What is the typical range of pricing for EDR tools?

The price of EDR tools typically starts at around $5 per user per month for basic plans, scaling up to $100 or more for comprehensive plans with advanced features and dedicated support.

What is the cheapest and most expensive EDR software?

Among the tools mentioned, ConnectWise EDR offers one of the most affordable options, starting at $7 per user per month. On the higher end, tools like SentinelOne can cost over $50 per user per month, depending on the chosen package.

Are there any free EDR tools?

While there are few, if any, completely free EDR tools, many vendors offer free trials of their software. This allows potential users to test out the tool's functionality and usability before making a purchase. However, for ongoing use, a paid plan is typically required to access the full range of features.

Other Cybersecurity Tools Reviews

To sum up, when selecting the best EDR tool for your business, focus on identifying tools that offer strong threat detection and response capabilities, seamless integrations, and fall within your budget. The ideal tool should not only provide real-time protection but also offer detailed insights and reporting to help you continually improve your security posture.

Key takeaways from this guide include:

  1. Know Your Needs: Your choice of EDR tool should directly correlate with the specific needs and threats your organization faces. A tool's effectiveness is often determined by its alignment with your business size, sector, and specific vulnerabilities.
  2. Consider the Pricing Model: Pricing models vary among EDR tools. Look beyond the monthly or yearly cost and understand what features, services, and levels of support are included in the price. Be aware of the minimum seat requirements and any additional setup or base fees.
  3. Evaluate Usability and Support: Even the most feature-rich EDR tool can fall short if it's complex and difficult to use. Consider the tool's user interface, the ease of onboarding, and the level of customer support provided. Make sure your team can efficiently use the tool to keep your business safe.

What Do You Think?

Absolutely, I welcome all of your insights and suggestions. If there are any EDR tools that you've found useful and you think should have made it to this list, please feel free to share. Your input will not only enrich this guide but will also be valuable to other readers in search of their perfect EDR tool. So don't hesitate, to let's hear about your experiences and recommendations!

Paulo Gardini Miguel
By Paulo Gardini Miguel

Paulo is the Director of Technology at the rapidly growing media tech company BWZ. Prior to that, he worked as a Software Engineering Manager and then Head Of Technology at Navegg, Latin America’s largest data marketplace, and as Full Stack Engineer at MapLink, which provides geolocation APIs as a service. Paulo draws insight from years of experience serving as an infrastructure architect, team leader, and product developer in rapidly scaling web environments. He’s driven to share his expertise with other technology leaders to help them build great teams, improve performance, optimize resources, and create foundations for scalability.