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Cloud Infrastructure Services

DevOps Manager

LLM Search+Fanout Visibility
Dominant · Reddit Posts ρ=0.488

AI recommendation signal analysis across 94 domains for the DevOps Manager persona in Cloud Infrastructure Services.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
94Domains Tracked
DevOps Manager_persona.report
DomainScore
aws.amazon.com
11.0
cloud.google.com
1.9
azure.microsoft.com
1.8
spacelift.io
1.3
gitlab.com
0.8
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This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.

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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

See what AI reads before it answers

Fanout queries are the web searches a model runs mid-answer. The pages it retrieves and cites are the sources shaping its recommendations, so treat the citation lists as your target list for earning coverage, mentions, and links.

How It's Calculated

Where the numbers come from

Scoped to the runs where models used web search. Same rank-weighted scoring as LLM Search Visibility, plus every URL the searches retrieved (citation sources) and every URL actually cited in answers (citations), aggregated by frequency.

Overview

What's on this page

Domain rankings for web-search-augmented runs and the full citation and citation-source URL lists, filterable by model.

LLM Data

Top LLM-recommended domains

How often AI models recommended each domain specifically via web-search fanout queries when answering DevOps Manager queries, a subset of the runs behind the main LLM Search Visibility report, not the full combined dataset. The left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

Score (below) is the primary ranking metric: a weighted-reciprocal-rank sum across every model and run, where each model's contribution is scaled by that model's influence weight.

Only these five models ran web-search fanout queries. The checkboxes filter these charts and the Citations / Citation Sources lists below; updates automatically as you check/uncheck.

LLM Data

Citations

Every URL the models actually cited in their final answers to DevOps Manager fanout queries, aggregated by how often each URL was cited. Filtered by the model checkboxes above.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
The DevOps Platform Landscape. DevOps platforms bundle the workflows… | by Spacelift | Spacelift | Mediumhttps://medium.com/spacelift/20-top-most-popular-devops-platforms-e959f04844b2374976897
20+ Top Most Popular DevOps Platforms in 2026https://spacelift.io/blog/devops-platforms237952795
bunnyshell.comhttps://www.bunnyshell.com/blog/top-10-platform-engineering-platforms-for-2025-sep/12095494
https://tsecurity.de/de/2658967/IT+Programmierung/Cloud+Platforms+for+DevOps%3A+AWS%2C+Azure%2C+and+Google+Cloud+Compared%3A/de/19/IT+Server/de/10/IT+Reverse+Engineering/https://tsecurity.de/de/2658967/IT+Programmierung/Cloud+Platforms+for+DevOps%3A+AWS%2C+Azure%2C+and+Google+Cloud+Compared%3A/de/19/IT+Server/de/10/IT+Reverse+Engineering/11095995
Using AWS Systems Manager tools - AWS Systems Managerhttps://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-tools.html?utm_source=openai177975696
serverspace.ushttps://serverspace.us/about/blog/top-cloud-computing-providers-2026/11195894
https://www.theseus.fi/handle/10024/895735?show=fullhttps://www.theseus.fi/handle/10024/895735?show=full13496794
Learn Azure Policy for Kubernetes - Azure Policy | Microsoft Learnhttps://learn.microsoft.com/en-us/azure/governance/policy/concepts/policy-for-kubernetes?utm_source=openai180976296
10 Full-featured DevOps Platforms To Know In 2025 | Octopus Deployhttps://octopus.com/devops/software-development/devops-platforms/135962695
Best Terraform Alternatives in 2026: Complete Comparison Guide – Encorehttps://encore.dev/articles/terraform-alternatives127952095
https://secure.businesswire.com/news/home/20251110027947/en/Enterprise-Platform-as-a-Service-Solutions-Competitive-Landscape-Report-2025-Analysis-of-AWS-Microsoft-Azure-Google-Cloud-IBM-Oracle-Red-Hat-OpenShift-Salesforce-Platform-SAP-BTP-VMware-Tanzu---ResearchAndMarkets.comhttps://secure.businesswire.com/news/home/20251110027947/en/Enterprise-Platform-as-a-Service-Solutions-Competitive-Landscape-Report-2025-Analysis-of-AWS-Microsoft-Azure-Google-Cloud-IBM-Oracle-Red-Hat-OpenShift-Salesforce-Platform-SAP-BTP-VMware-Tanzu---ResearchAndMarkets.com16197995
Infrastructure as Code – HashiCorp Terraform | Microsoft Azurehttps://azure.microsoft.com/en-us/solutions/devops/terraform?msockid=0614b010715563182ecfa678709b6274&utm_source=openai180975696
DevOps Monitoring and Observability: Practical Guide for 2026https://vettedoutsource.com/blog/devops-monitoring-observability/1194194
The Best Secrets Management Tools in 2026 | Infisicalhttps://infisical.com/blog/best-secret-management-tools129952195
group107.comhttps://group107.com/blog/devops-as-a-service-providers/119951995
https://www.sdxcentral.com/news/red-hat-google-rancher-top-managed-container-ranking/#commentshttps://www.sdxcentral.com/news/red-hat-google-rancher-top-managed-container-ranking/#comments14196094
Managing infrastructure as code with Terraform, Cloud Build, and GitOps  |  Google Cloud Documentationhttps://docs.cloud.google.com/docs/terraform/resource-management/managing-infrastructure-as-code?utm_source=openai199994396
Pulumi vs. Terraform : Key Differences and Comparisonhttps://spacelift.io/blog/pulumi-vs-terraform137952795
Top DevOps Tools for Infrastructure Automation in 2026 | env zerohttps://www.env0.com/blog/top-devops-tools-for-infrastructure-automation12395894
devgenius.iohttps://blog.devgenius.io/argo-cd-vs-terraform-for-kubernetes-provisioning-who-wins-the-match-d7afa98bac81?gi=d07a1a28f0431--2295
https://blog.railway.com/p/paas-comparison-guide#migrate-your-application-to-railwayhttps://blog.railway.com/p/paas-comparison-guide#migrate-your-application-to-railway139951595
Implement fully-automated deployments | Well-Architected Framework | HashiCorp Developerhttps://developer.hashicorp.com/well-architected-framework/define-and-automate-processes/process-automation/fully-automated?utm_source=openai157974795
Top 8 Terraform Cloud Alternatives for 2026https://spacelift.io/blog/terraform-cloud-alternatives137952795
https://controlmonkey.io/resource/terraform-cloud-alternatives/https://controlmonkey.io/resource/terraform-cloud-alternatives/117951194
spacelift.iohttps://spacelift.io/blog/ci-cd-tools137952795
https://www.bytebase.com/blog/top-infrastructure-as-code-iac-tools/#argo-cdhttps://www.bytebase.com/blog/top-infrastructure-as-code-iac-tools/#argo-cd135961695
Policy as code | Well-Architected Framework | HashiCorp Developerhttps://developer.hashicorp.com/well-architected-framework/secure-systems/compliance-and-governance/policy-as-code?utm_source=openai157974795
Best DevOps Platforms (Transitioning to DevSecOps Platforms) Reviews 2026 | Gartner Peer Insightshttps://www.gartner.com/reviews/market/devops-platforms161972495
https://www.keepersecurity.com/blog/2025/11/12/top-secrets-management-tools-in-2026/https://www.keepersecurity.com/blog/2025/11/12/top-secrets-management-tools-in-2026/142963295
terrateam.iohttps://terrateam.io/blog/terraform-ci-cd-tool-comparison-2025117951095
https://www.okteto.com/blog/compare-okteto-versus-qovery/https://www.okteto.com/blog/compare-okteto-versus-qovery/124951395
Cloud services for DevOps | Red Hat Documentationhttps://docs.redhat.com/en/essentials/openshift/cloud-services-for-devops?utm_source=openai159973695
scalr.comhttps://scalr.com/learning-center/building-robust-terraform-opentofu-pipelines-the-ultimate-ci-cd-guide124951895
SUSE Rancher Prime (Rancher Manager)https://documentation.suse.com/cloudnative/rancher-manager/?utm_source=openai150973195
gartsolutions.comhttps://gartsolutions.com/top-10-platform-engineering-companies/1995594
A DevOps Engineer's Guide to OCIhttps://docs.oracle.com/en-us/iaas/Content/GSG/Reference/getting-started-as-devops.htm?utm_source=openai172975496
octopus.comhttps://octopus.com/devops/kubernetes-deployments/kubernetes-ci-cd-platforms/135962695
DigitalOcean Docs | DigitalOcean Documentationhttps://docs.digitalocean.com/?utm_source=openai157973895
stackoverdrive.comhttps://www.stackoverdrive.com/top-7-devops-consulting-companies-to-hire-in-2026/11295094
Overview of Cloud Managerhttps://techdocs.akamai.com/cloud-computing/docs/overview-of-cloud-manager?utm_source=openai154973595
VMware Tanzu Platform | VMware Tanzuhttps://www.vmware.com/products/app-platform/tanzu?utm_source=openai153972495
LLM Data

Citation sources

Every URL the models' web searches retrieved while answering: the wider pool the citations above were drawn from, aggregated the same way and filtered by the same model checkboxes.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
medium.comhttps://medium.com/spacelift/20-top-most-popular-devops-platforms-e959f04844b2374976897
Top 10 DevOps Implementation Services Companies in USAhttps://www.simform.com/blog/top-devops-implementation-service-providers/23095294
Top 7 DevOps Consulting Companies to Hire in 2026https://www.stackoverdrive.com/top-7-devops-consulting-companies-to-hire-in-2026/21295094
20+ Top Most Popular DevOps Platforms in 2026https://spacelift.io/blog/devops-platforms237952795
10 Best Terraform Cloud Alternatives & Competitors In 2026https://controlmonkey.io/resource/terraform-cloud-alternatives/217951194
bunnyshell.comhttps://www.bunnyshell.com/blog/top-10-platform-engineering-platforms-for-2025-sep/12095494
https://elartu.tntu.edu.ua/bitstream/lib/48633/2/TNTUSJ_2025v117n1_Luchkevych_M-The_impact_of_modern_112-122.pdf#3#2https://elartu.tntu.edu.ua/bitstream/lib/48633/2/TNTUSJ_2025v117n1_Luchkevych_M-The_impact_of_modern_112-122.pdf#3#21--995
https://docs.hashicorp.com/terraformhttps://docs.hashicorp.com/terraform157971094
Next-Generation Cloud Orchestration: Beyond Kubernetes - Cloud Native Nowhttps://cloudnativenow.com/topics/next-generation-cloud-orchestration-beyond-kubernetes/135952694
Best Secrets Management Tools for 2026 | Cycodehttps://cycode.com/blog/best-secrets-management-tools/127951995
serverspace.ushttps://serverspace.us/about/blog/top-cloud-computing-providers-2026/11195894
🔒 Cloud Platforms for DevOps: AWS, Azure, and Google Cloud Compared:https://tsecurity.de/de/2658967/IT+Programmierung/Cloud+Platforms+for+DevOps%3A+AWS%2C+Azure%2C+and+Google+Cloud+Compared%3A/de/19/IT+Server/de/10/IT+Reverse+Engineering/11095995
https://www.oracle.com/developer/devops/https://www.oracle.com/developer/devops/172973295
Platform engineering vs. DevOps | Google Cloudhttps://cloud.google.com/discover/platform-engineering-vs-devops199996296
Top 8 DevOps Consulting Companies to Hire in 2026 | Dysnixhttps://dysnix.com/blog/devops-consulting-companies117952794
Comparing top PaaS and deployment providershttps://blog.railway.com/p/paas-comparison-guide#migrate-your-application-to-railway139951595
https://techdocs.akamai.com/cloud-computing/docs/aclp-alertshttps://techdocs.akamai.com/cloud-computing/docs/aclp-alerts154973595
Pulumi vs. Terraform : Key Differences and Comparisonhttps://spacelift.io/blog/pulumi-vs-terraform137952795
20 Best Cloud Management Platforms in 2026 (Ranked) - nOpshttps://www.nops.io/blog/best-cloud-management-platforms-software-tools-solutions/12095494
group107.comhttps://group107.com/blog/devops-as-a-service-providers/119951995
https://core.ac.uk/download/667965168.pdf#6#1https://core.ac.uk/download/667965168.pdf#6#1143973996
https://www.ibm.com/products/secrets-managerhttps://www.ibm.com/products/secrets-manager166973895
DevOps Monitoring and Observability: Practical Guide for 2026https://vettedoutsource.com/blog/devops-monitoring-observability/1194194
Top DevOps Tools for Infrastructure Automation in 2026 | env zerohttps://www.env0.com/blog/top-devops-tools-for-infrastructure-automation12395894
devgenius.iohttps://blog.devgenius.io/argo-cd-vs-terraform-for-kubernetes-provisioning-who-wins-the-match-d7afa98bac81?gi=d07a1a28f0431--2295
Red Hat, Google, Rancher Top Managed Container Rankinghttps://www.sdxcentral.com/news/red-hat-google-rancher-top-managed-container-ranking/#comments14196094
https://support.hashicorp.com/hc/en-us/articles/4408700641171-How-to-query-Terraform-Cloud-IP-Rangeshttps://support.hashicorp.com/hc/en-us/articles/4408700641171-How-to-query-Terraform-Cloud-IP-Ranges157971695
Top Cloud Platforms for DevOps: AWS, Azure, and Google Cloud | Journalhttps://vocal.media/journal/top-cloud-platforms-for-dev-ops-aws-azure-and-google-cloud138963495
23 Top Cloud Governance Tools to Optimize Your 2026 Strategy | Sedaihttps://sedai.io/blog/best-cloud-governance-tools117951094
spacelift.iohttps://spacelift.io/blog/ci-cd-tools137952795
Theseus: Comparative Evaluation of Azure DevOps, GitLab, and AWS DevOps Suite, GitLab for Optimized Software Deliveryhttps://www.theseus.fi/handle/10024/895735?show=full13496794
https://docs.oracle.com/iaas/Content/Billing/Concepts/budgetsoverview.htm?source=%3Apm%3Amz%3A%3A%3Arc_wwmk170417p00028%3Aprofitsummersmbenterprisehttps://docs.oracle.com/iaas/Content/Billing/Concepts/budgetsoverview.htm?source=%3Apm%3Amz%3A%3A%3Arc_wwmk170417p00028%3Aprofitsummersmbenterprise172975496
10 Cloud Orchestration Platforms Compared for 2026https://www.domo.com/learn/article/cloud-orchestration-platforms14697795
terrateam.iohttps://terrateam.io/blog/terraform-ci-cd-tool-comparison-2025117951095
Enterprise Platform-as-a-Service Solutions Competitive Landscape Report 2025: Analysis of AWS, Microsoft Azure, Google Cloud, IBM, Oracle, Red Hat OpenShift, Salesforce Platform, SAP BTP, VMware Tanzu - ResearchAndMarkets.comhttps://secure.businesswire.com/news/home/20251110027947/en/Enterprise-Platform-as-a-Service-Solutions-Competitive-Landscape-Report-2025-Analysis-of-AWS-Microsoft-Azure-Google-Cloud-IBM-Oracle-Red-Hat-OpenShift-Salesforce-Platform-SAP-BTP-VMware-Tanzu---ResearchAndMarkets.com16197995
https://registry.terraform.io/providers/linode/linode/latest/docs/data-sources/monitor_alert_definitionshttps://registry.terraform.io/providers/linode/linode/latest/docs/data-sources/monitor_alert_definitions152974495
Best DevOps Platforms (Transitioning to DevSecOps Platforms) Reviews 2026 | Gartner Peer Insightshttps://www.gartner.com/reviews/market/devops-platforms161972495
7 Enterprise-Grade Cloud-Native Application Security Solutions for 2026 - Cycodehttps://cycode.com/blog/best-cloud-native-application-security-solutions-2026/127951995
scalr.comhttps://scalr.com/learning-center/building-robust-terraform-opentofu-pipelines-the-ultimate-ci-cd-guide124951895
Okteto vs Qovery: Comparing Kubernetes Development Platformshttps://www.okteto.com/blog/compare-okteto-versus-qovery/124951395
https://www.scaleway.com/en/secret-manager/https://www.scaleway.com/en/secret-manager/143961795
Terraform Cloud vs Pulumi vs Spacelift: SaaS IaC tool comparison | Apptension | Apptensionhttps://apptension.com/guides/best-saas-infrastructure-as-code-and-cloud-automation-tools-terraform-cloud-vs-pulumi-vs-spacelift116951295
10 Best Infrastructure as Code (IaC) Tools for DevOps Teamshttps://talent500.com/blog/best-infrastructure-as-code-iac-tools-2026/115951294
gartsolutions.comhttps://gartsolutions.com/top-10-platform-engineering-companies/1995594
https://digitalrepository.unm.edu/cgi/viewcontent.cgi?article=3292&context=nss_journal#4#3https://digitalrepository.unm.edu/cgi/viewcontent.cgi?article=3292&context=nss_journal#4#3143962195
https://support.hashicorp.com/hc/en-us/articles/49781016617235-Terraform-Cloud-Agents-Required-Domains-for-Egress-Traffic-When-Wildcards-Are-Restrictedhttps://support.hashicorp.com/hc/en-us/articles/49781016617235-Terraform-Cloud-Agents-Required-Domains-for-Egress-Traffic-When-Wildcards-Are-Restricted157971695
Best Cloud Observability Tools 2026https://cloudchipr.com/blog/best-cloud-observability-tools-2026123951794
Top Secrets Management Tools in 2026https://www.keepersecurity.com/blog/2025/11/12/top-secrets-management-tools-in-2026/142963295
octopus.comhttps://octopus.com/devops/kubernetes-deployments/kubernetes-ci-cd-platforms/135962695
Enterprise Platform-as-a-Service Solutions: Competitive Landscape Assessmenthttps://www.researchandmarkets.com/reports/6176863/enterprise-platform-as-a-service-solutions?utm_source=BW&utm_medium=PressRelease&utm_code=4gskws&utm_campaign=2104981+-+Enterprise+Platform-as-a-Service+Solutions+Competitive+Landscape+Report+2025%3a+Analysis+of+AWS%2c+Microsoft+Azure%2c+Google+Cloud%2c+IBM%2c+Oracle%2c+Red+Hat+OpenShift%2c+Salesforce+Platform%2c+SAP+BTP%2c+VMware+Tanzu&utm_exec=chdomspi146971295
https://learn.microsoft.com/en-us/azure/governance/policy/concepts/policy-for-kuberneteshttps://learn.microsoft.com/en-us/azure/governance/policy/concepts/policy-for-kubernetes180976296
7 Cloud Integrations: AWS, Azure & GCP AI-Powered Infrastructure Automation for Enterprise DevOps Teams | Augment Codehttps://www.augmentcode.com/tools/7-cloud-integrations-aws-azure-and-gcp-ai-powered-infrastructure-automation-for-enterprise-devops-teams132961494
https://doi.org/10.51219/JAIMLD/ANIL-KUMAR-MANUKONDA/564#3#1https://doi.org/10.51219/JAIMLD/ANIL-KUMAR-MANUKONDA/564#3#1168976797
https://techdocs.akamai.com/cloud-computing/docs/overview-of-cloud-managerhttps://techdocs.akamai.com/cloud-computing/docs/overview-of-cloud-manager154973595
The Future Beyond Kubernetes: What’s Next for Cloud-Native Orchestration? | by Karuthevar | Mediumhttps://medium.com/@karuthevar22/the-future-beyond-kubernetes-whats-next-for-cloud-native-orchestration-350916f91a33174976897
Top Secrets Management Tools for 2026 | Akeylesshttps://www.akeyless.io/blog/best-secret-management-tools/12596194
Perplexityhttps://www.perplexity.ai/page/best-terraform-cloud-alternati-Vxu6BeVGSLSYSQTCth0ukA155973795
https://www.suse.com/products/rancher/https://www.suse.com/products/rancher/150973295
A Strategic DevOps Tools Comparison for Modern Enterpriseshttps://group107.com/blog/devops-tools-comparison/119951995
Top 6 Open Source Infrastructure as Code (IaC) Tools 2025https://www.bytebase.com/blog/top-infrastructure-as-code-iac-tools/#argo-cd135961695
https://learn.microsoft.com/en-us/azure/key-vault/general/azure-policyhttps://learn.microsoft.com/en-us/azure/key-vault/general/azure-policy180976296
10 Popular Terraform Alternatives You Should Know in 2026https://spacelift.io/blog/terraform-alternatives137952795
Secrets Management Tools: The Complete 2025 Guide | Pulumi Bloghttps://www.pulumi.com/blog/secrets-management-tools-guide/141961695
🔒 Modern Infrastructure as Code: OpenTofu vs. Crossplane vs. Pulumihttps://tsecurity.de/de/2709835/IT+Programmierung/Modern+Infrastructure+as+Code%3A+OpenTofu+vs.+Crossplane+vs.+Pulumi/de/2313993/Inhalte%20hinzuf%C3%BCgen/de/201468/Videos/11095995
https://azure.microsoft.com/en-us/solutions/devops/terraform?msockid=0614b010715563182ecfa678709b6274https://azure.microsoft.com/en-us/solutions/devops/terraform?msockid=0614b010715563182ecfa678709b6274180975696
Best Kubernetes Monitoring Tools in 2026: Prometheus, Datadog, and Beyond - Let's Talk DevOpshttps://devopstales.com/kubernetes/best-kubernetes-monitoring-tools-2026/1094093
Best Terraform Alternatives in 2026: Complete Comparison Guide – Encorehttps://encore.dev/articles/terraform-alternatives127952095
Infrastructure-as-Code Framework for Resilient Kubernetes on AWS with Terraform - Dimensions for DTIChttps://dtic.dimensions.ai/details/publication/pub.119949298214196394
https://www.vmware.com/topics/observabilityhttps://www.vmware.com/topics/observability153972495
DevOps - Amazon Web Services (AWS)https://aws.amazon.com/devops/177976196
8 Cloud Governance Tools for Policy & Cost Control (2026)https://www.cloudquery.io/learning-center/cloud-governance-tools12196694
https://ijariie.com/AdminUploadPdf/Automated_Multi_Cloud_Infrastructure_Provisioning_and_Management_Using_Terraform_and_DevOps_Practices_ijariie25909.pdf#1#1https://ijariie.com/AdminUploadPdf/Automated_Multi_Cloud_Infrastructure_Provisioning_and_Management_Using_Terraform_and_DevOps_Practices_ijariie25909.pdf#1#111095695
https://www.scaleway.com/en/terraform/https://www.scaleway.com/en/terraform/143961795
Kubernetes Infrastructure as Code: Tools and Best Practices | Pulumihttps://www.pulumi.com/what-is/infrastructure-as-code-for-kubernetes/141961695
Top 10 Cloud Management Tools for Architects in 2025https://vastedge.com/blog/cloud-management-tools-architects-202511395894
https://docs.cloud.google.com/docs/terraform/resource-management/managing-infrastructure-as-codehttps://docs.cloud.google.com/docs/terraform/resource-management/managing-infrastructure-as-code199994396
10 Best DevOps Platforms and Comparison in 2026https://www.knowledgehut.com/blog/devops/devops-platform12995194
Top 16 Secrets Management Tools and Platforms for 2026https://blog.gitguardian.com/top-secrets-management-tools-for-2024/139962395
https://ijaibdcms.org/index.php/ijaibdcms/article/download/268/270/538#2#1https://ijaibdcms.org/index.php/ijaibdcms/article/download/268/270/538#2#111395795
https://www.vmware.com/products/app-platform/tanzuhttps://www.vmware.com/products/app-platform/tanzu153972495
The IaC Orchestration Platform Engineers Trust | Spacelifthttps://spacelift.io/137952795
The Best Secrets Management Tools in 2026 | Infisicalhttps://infisical.com/blog/best-secret-management-tools129952195
Infrastructure as Code 2025: Top Tools, Licensing Shifts, and Enterprise Riskhttps://windowsforum.com/threads/infrastructure-as-code-2025-top-tools-licensing-shifts-and-enterprise-risk.394872/125962095
https://registry.terraform.io/providers/scaleway/scaleway/2.54.0/docs/resources/secrethttps://registry.terraform.io/providers/scaleway/scaleway/2.54.0/docs/resources/secret152974495
Datadog Pricing (2026): The Real Cost Breakdownhttps://hyperping.com/blog/datadog-pricing115951494
Top 10 Terraform cloud alternatives: the DevOps guide to escaping "State File Nightmares" - Qovery Bloghttps://www.qovery.com/blog/top-10-terraform-cloud-alternatives#:~:text=Open%20Source%20%26%20Code%2DFirst%20(The,%22Freedom%22%20Upgrade)&text=5.%20OpenTofu&text=6.%20Atlantis&text=7.%20Pulumi&text=8.%20Crossplane&text=9.%20GitHub%20Actions%20%2F%20GitLab,CI&text=10.%20Terragrunt12995695
https://www.hashicorp.com/blog/announcing-terraform-foundational-policy-library-preview/https://www.hashicorp.com/blog/announcing-terraform-foundational-policy-library-preview/157973295
Introduction - Traininghttps://learn.microsoft.com/en-nz/training/modules/security-monitoring-and-governance/1-introduction180976296
https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-tools.htmlhttps://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-tools.html177975696
Top Cloud Orchestration Tools in 2026: A Practical Guide | DataCamphttps://www.datacamp.com/blog/cloud-orchestration-tools143961195
Summary - Traininghttps://learn.microsoft.com/en-nz/training/modules/security-monitoring-and-governance/13-summary180976296
https://docs.digitalocean.com/https://docs.digitalocean.com/157973895
Cloud Platforms for DevOps: AWS, Azure, and Google Cloud Compared: - DEV Communityhttps://dev.to/dev_tips/cloud-platforms-for-devops-aws-azure-and-google-cloud-compared-53nn155975096
Interactive Case Study Highlights - Traininghttps://learn.microsoft.com/en-us/training/modules/case-study-apps-data/3-interactive-case-study-highlights?ns-enrollment-type=learningpath&ns-enrollment-id=learn.wwl.sc-100-design-security-solutions-applications-data180976296
https://www.civo.com/https://www.civo.com/12695694
Top 8 Terraform Cloud Alternatives for 2026https://spacelift.io/blog/terraform-cloud-alternatives137952795
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https://docs.digitalocean.com/?utm_source=openaihttps://docs.digitalocean.com/?utm_source=openai157973895
https://techdocs.akamai.com/cloud-computing/docs/overview-of-cloud-manager?utm_source=openaihttps://techdocs.akamai.com/cloud-computing/docs/overview-of-cloud-manager?utm_source=openai154973595
https://www.vmware.com/products/app-platform/tanzu?utm_source=openaihttps://www.vmware.com/products/app-platform/tanzu?utm_source=openai153972495
Model Comparison

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Full Results

All recommended domains

Every domain the AI models recommended in web-search fanout runs for DevOps Manager, ranked by the influence-weighted score from the Score chart above, with each domain's link authority from the Common Crawl web graph. Click a domain for its site profile.

DomainScoreAppearances% of QueriesDomain PRDomain HCHost PRHost HC
aws.amazon.com11.0510.00000
cloud.google.com1.936.00000
azure.microsoft.com1.824.0005696
spacelift.io1.336.037952795
gitlab.com0.824.063975796
hashicorp.com0.724.057973295
rancher.com0.524.037963495
redhat.com0.424.059973395
datadoghq.com0.424.052972595
terraform.io0.324.052972695
openshift.com0.312.048962195
vaultproject.io0.312.046961595
oracle.com0.212.072973295
infisical.com0.212.029952195
digitalocean.com0.212.057973495
linode.com0.112.048972695
github.com0.112.082978697
codefresh.io0.112.035963395
vmware.com0.112.053972495
qovery.com0.112.02995695
infracost.io0.112.02495595
okteto.com0.112.024951395
cloudquery.io0.112.02196694
env0.com0.112.02395894
harness.io0.124.035962295
pulumi.com0.112.041961695
railway.app0.112.046962895
scalr.com0.112.024951895
humanitec.com0.112.029951895
bunnyshell.com0.012.02095494
octopus.com0.012.035962695
datadog.com0.012.026961495
env0.io0.012.0194094
devtron.ai0.012.018951295