Edge · Orchestration · IoT · 2026

Best Edge Computing Platforms

Fifteen platforms for running, managing and securing applications at the edge — from container control planes and Kubernetes distributions to hyperscaler extensions, edge clouds and industrial IoT.

What makes an edge computing platform?

Gartner defines the market by three core capabilities. Use them as a checklist when you compare options.

1

Edge software infrastructure

Containers, clustering or hypervisors that are secure by design, scalable and flexible about workloads.

2

Cloud integration & networking

Connects smoothly to cloud data services and applications, with networking in both directions.

3

Management & orchestration

Central, zero-touch management of the whole stack: onboarding, fleet deployment, updates and rollback.

The 15 platforms

Filter by category to narrow down the list.

01Management & orchestration

Portainer

by Portainer

A lightweight control plane for running containerised workloads across many distributed edge sites. It manages Docker, Kubernetes, Swarm and Podman from one place.

Best forTeams that want one simple console for mixed container environments at the edge.

Not rated on Gartner’s listPortainer list
02Cloud-extended edge

Azure IoT Edge

by Microsoft

Extends Azure cloud services to edge devices so AI models, analytics and IoT pipelines can run locally and sync back to the cloud.

Best forOrganisations already invested in Azure.

Not rated on Gartner’s listPortainer list
03Kubernetes at the edge

SUSE Edge

by SUSE

An enterprise full-stack Kubernetes distribution tuned for industrial and telecom sites, with validated security and automated lifecycle management.

Best forIndustrial and telecom operators needing a hardened, supported stack.

Not rated on Gartner’s listPortainer list
04Cloud-extended edge

AWS IoT Greengrass

by Amazon Web Services

Runs Lambda functions and containers locally on edge devices while integrating with AWS cloud services.

Best forOrganisations that prioritise AWS ecosystem compatibility.

Not rated on Gartner’s listPortainer list
05Kubernetes at the edge

Google Distributed Cloud

by Google

Managed Kubernetes at edge locations, giving low latency, data locality and integrated security for telecom and regulated industries.

Best forTelecom and regulated sectors needing local processing.

Not rated on Gartner’s listPortainer list
06IoT & industry

Zoho IoT

by Zoho

A low-code IoT platform for connecting assets, monitoring performance and automating operations across industrial, energy, smart-infrastructure and fleet use cases.

Best forBusinesses that want IoT without heavy engineering.

4.4/5 (24 ratings)Gartner Peer Insights
07Management & orchestration

Dell Distributed Private Cloud

by Dell Technologies

A full-stack solution that centralises deployment, orchestration and lifecycle management of infrastructure and applications across distributed data centres and the edge.

Best forEnterprises standardising on Dell for distributed infrastructure.

4.4/5 (22 ratings)Gartner Peer Insights
08Management & orchestration

ZEDEDA

by ZEDEDA

Cloud-native edge management and orchestration with an open-source edge operating system, built to run any app on any network and simplify edge AI operations.

Best forTeams running edge AI across large, varied device fleets.

4.6/5 (8 ratings)Gartner Peer Insights
09Edge cloud & serverless

Fastly Edge Cloud Platform

by Fastly

Combines content delivery, edge computing and security to speed up and harden application delivery from a globally distributed network.

Best forWeb and application teams that need fast, secure delivery at the network edge.

4.5/5 (7 ratings)Gartner Peer Insights
10Edge cloud & serverless

Akamai EdgeWorkers

by Akamai

A serverless environment for running JavaScript and custom logic across Akamai's global network, at different stages of an HTTP request.

Best forDevelopers adding custom logic close to users.

4.3/5 (6 ratings)Gartner Peer Insights
11Management & orchestration

Avassa Edge Platform

by Avassa

Helps enterprises deploy, run and monitor applications across distributed edge sites, bringing cloud-style automation to on-site environments.

Best forEnterprises operating applications across many on-site locations.

4.7/5 (3 ratings)Gartner Peer Insights
12Kubernetes at the edge

Palette

by Spectro Cloud

Deploys and manages Kubernetes clusters across public clouds, private clouds, data centres and edge locations, with lifecycle automation.

Best forPlatform teams managing Kubernetes everywhere.

4.0/5 (1 rating)Gartner Peer Insights
13Edge infrastructure

StorMagic SvHCI

by StorMagic

Hyperconverged infrastructure for edge and small data-centre sites, consolidating compute, storage and networking on standard x86 hardware.

Best forSmall sites that need compact, resilient infrastructure.

4.0/5 (1 rating)Gartner Peer Insights
14IoT & industry

Max Platform

by NOV

Integrated automation and data management for oil and gas, supporting remote monitoring, control and optimisation of drilling rigs and production equipment.

Best forOil and gas operators with remote assets.

No Gartner reviews yetGartner Peer Insights
15Edge infrastructure

SC//Reliant Platform

by Scale Computing

Edge computing as a service: infrastructure management and business continuity for distributed environments such as retail.

Best forDistributed businesses, like retail chains, needing always-on sites.

No Gartner reviews yetGartner Peer Insights

No platforms in this category.

Side-by-side comparison

Gartner Peer Insights rating shown as score out of 5, with the number of ratings in brackets.

PlatformVendorCategoryGartner rating
PortainerPortainerManagement & orchestration—
Azure IoT EdgeMicrosoftCloud-extended edge—
SUSE EdgeSUSEKubernetes at the edge—
AWS IoT GreengrassAmazon Web ServicesCloud-extended edge—
Google Distributed CloudGoogleKubernetes at the edge—
Zoho IoTZohoIoT & industry4.4 (24)
Dell Distributed Private CloudDell TechnologiesManagement & orchestration4.4 (22)
ZEDEDAZEDEDAManagement & orchestration4.6 (8)
Fastly Edge Cloud PlatformFastlyEdge cloud & serverless4.5 (7)
Akamai EdgeWorkersAkamaiEdge cloud & serverless4.3 (6)
Avassa Edge PlatformAvassaManagement & orchestration4.7 (3)
PaletteSpectro CloudKubernetes at the edge4.0 (1)
StorMagic SvHCIStorMagicEdge infrastructure4.0 (1)
Max PlatformNOVIoT & industry—
SC//Reliant PlatformScale ComputingEdge infrastructure—

Frequently asked questions

What is an edge computing platform?

An edge computing platform provides the software infrastructure and services to run applications and process data at many remote sites, with centralised management and orchestration of the edge software stack and connectivity to the cloud and to endpoint devices.

What features should an edge computing platform have?

Gartner's market definition highlights three core capabilities: edge software infrastructure (containers, clustering or hypervisors), cloud integration and networking, and edge management and orchestration, including zero-touch onboarding, fleet deployment, continuous updates and rollback.

Which edge platform is best for Kubernetes?

SUSE Edge, Google Distributed Cloud and Spectro Cloud Palette are built around Kubernetes at the edge, while Portainer can manage Kubernetes alongside Docker, Swarm and Podman.

Which platforms suit organisations already on a public cloud?

Azure IoT Edge extends Microsoft Azure to the edge, AWS IoT Greengrass does the same for AWS, and Google Distributed Cloud brings Google's managed Kubernetes to edge locations.

Which are best for managing large fleets of edge devices?

ZEDEDA, Avassa, Dell Distributed Private Cloud and Portainer focus on central management and orchestration of applications across many distributed sites.

Where do the ratings come from?

Ratings are Gartner Peer Insights user reviews shown on the Edge Computing Platforms market page as of October 2026. Some products have very few reviews, so treat scores as indicative. They are individual opinions, not Gartner endorsements.