Best Service Mesh Tools

Researched and written by Lauren Worth

Service mesh tools are used to add monitoring and security functionality to cloud-native applications. A service mesh is implemented at the platform layer rather than the application layer and uses network proxies to facilitate communication between microservices. With the incredibly complex nature of modern cloud-native, microservices-based applications, service mesh provides flexible end-to-end protection.

Service mesh tools operate on two levels, the control plane and the data plane. The control plane coordinates the behavior of network proxies while the data plane monitors communication between services. The administrator can then use an API to change the service mesh or retrieve data from the mesh as a whole.

Companies use service mesh to secure cloud-native applications because of the myriad moving parts in any modern application. These application components can consist of thousands of varying instances, containers and APIs. As a result, service mesh tools are often used in tandem with container management software, container orchestration software, container networking software, and service discovery software.

To qualify for inclusion in the Service Mesh Tools category, a product must:

  • Protect microservices at the platform level
  • Utilize network proxies to secure service-to-service communication
  • Monitor and control communications between cloud services

How Many Service Mesh Tools Products Does G2 Track?

Total Products under this Category: 25

Category Stats (Jun 2026)

  • Average Rating: 4.49/5 (↑0.03 vs May 2026) The average rating of products in this category, based on all submitted ratings

Last updated: June 23, 2026

How Does G2 Rank Service Mesh Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 400+ Authentic Reviews
  • 25+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

Best Service Mesh Tools At A Glance

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