{"id":20074176,"url":"https://github.com/juniper/apstrapowerpacks","last_synced_at":"2025-09-20T17:31:27.789Z","repository":{"id":247509535,"uuid":"811465825","full_name":"Juniper/ApstraPowerPacks","owner":"Juniper","description":"Interesting projects that use Juniper Apstra to solve complicated problems ","archived":false,"fork":false,"pushed_at":"2024-12-12T14:12:30.000Z","size":86,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":5,"default_branch":"main","last_synced_at":"2024-12-12T15:25:04.211Z","etag":null,"topics":["ai","apstra","automation","juniper"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Juniper.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-06-06T16:43:14.000Z","updated_at":"2024-11-19T23:41:02.000Z","dependencies_parsed_at":"2024-07-17T04:14:09.975Z","dependency_job_id":"650a9ac3-0a0e-4e93-bd98-c572551e698a","html_url":"https://github.com/Juniper/ApstraPowerPacks","commit_stats":null,"previous_names":["juniper/apstrapowerpacks"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Juniper%2FApstraPowerPacks","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Juniper%2FApstraPowerPacks/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Juniper%2FApstraPowerPacks/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Juniper%2FApstraPowerPacks/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Juniper","download_url":"https://codeload.github.com/Juniper/ApstraPowerPacks/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":233678686,"owners_count":18712980,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","apstra","automation","juniper"],"created_at":"2024-11-13T14:49:40.993Z","updated_at":"2025-09-20T17:31:22.464Z","avatar_url":"https://github.com/Juniper.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ApstraPowerPacks\n\nThis project aims to be a repository of interesting ways to use Apstra to solve complicated problems and delight users.\n\nEach sub-directory will be an independent project with its own README.\n\n## CosAIAutoTuning\nAI workloads place unique stresses on the network. Packet loss has a particularly deleterious effect. \n\nTo maximize throughput and minimize packet loss, Ethernet uses the DCQCN congestion management protocol, but DCQCN introduces significant operational complexity for human operators. Using Apstra's custom Telemetry Collectors, and Configlets, our automation takes this new challenge in stride, automatically optimizing for throughput and the “right amount” of packet loss.\n\nThis was demonstrated at Cloud Field Day 20 by Vikram Singh and Rajagopalan Subrahmanian video here -\u003e https://www.youtube.com/watch?v=87LYgLSr5Js\n\n## SnowTickets\nSample integration with Service Now. \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjuniper%2Fapstrapowerpacks","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjuniper%2Fapstrapowerpacks","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjuniper%2Fapstrapowerpacks/lists"}