{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Repo: Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","description":"Snowflake (Arctic) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/850c87eb-770a-4418-986c-9fd390996ff8","json_url":"https://onlylabs.fyi/signals/850c87eb-770a-4418-986c-9fd390996ff8/signal.json","generated_at":"2026-10-24T20:21:08.451Z","evidence_latest_fetched_at":"2026-10-17T07:03:43.965752+00:00","signal_first_seen_at":"2026-10-17T07:01:04.292972+00:00","org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/snowflake","dossier_json_url":"https://onlylabs.fyi/labs/snowflake/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/850c87eb-770a-4418-986c-9fd390996ff8","signal_json":"https://onlylabs.fyi/signals/850c87eb-770a-4418-986c-9fd390996ff8/signal.json","source":"https://github.com/Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","lab_dossier":"https://onlylabs.fyi/labs/snowflake","lab_dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis":"https://onlylabs.fyi/analysis/snowflake","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Snowflake (Arctic) published Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime · language Shell. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","source_host":"github.com","occurred_at":"2026-10-08T05:53:12+00:00","first_seen_at":"2026-10-17T07:01:04.292972+00:00","date_source":"source","context":"Shell"},"context_markers":[{"label":"Lab","value":"Snowflake (Arctic)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","source":"source"},{"label":"Language","value":"Shell","source":"source"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-17T07:03:43.965752+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/850c87eb-770a-4418-986c-9fd390996ff8/signal.json","dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/850c87eb-770a-4418-986c-9fd390996ff8/signal.json","required":true},{"label":"source","url":"https://github.com/Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/snowflake/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/snowflake/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Snowflake (Arctic)'s repo signal \"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime\" for neocloud strategy."},"semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published repo","object":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","text":"Snowflake (Arctic) published repo Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"is classified as","object":"repo signal","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime is classified as repo signal."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"belongs to","object":"repos desk","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime belongs to repos desk."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has context","object":"Shell","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has context Shell."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has evidence coverage 1 captured evidence page."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has captured page count","object":"1","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has captured page count 1."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has readable page count","object":"1","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has readable page count 1."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has related signal count","object":"6","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has related signal count 6."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has source host github.com."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has lab","object":"Snowflake (Arctic)","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has lab Snowflake (Arctic)."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has signal desk","object":"repos","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has signal desk repos."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has source host github.com."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has repository","object":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has repository Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has language","object":"Shell","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has language Shell."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has watch term","object":"Safety and alignment","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has watch term Safety and alignment."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has watch term","object":"Agents and tool use","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Snowflake (Arctic) published Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime · language Shell. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published repo","object":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","text":"Snowflake (Arctic) published repo Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"is classified as","object":"repo signal","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime is classified as repo signal."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"belongs to","object":"repos desk","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime belongs to repos desk."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has context","object":"Shell","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has context Shell."},{"subject":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime has evidence coverage 1 captured evidence page."}]},"signal":{"id":"850c87eb-770a-4418-986c-9fd390996ff8","url":"https://onlylabs.fyi/signals/850c87eb-770a-4418-986c-9fd390996ff8","json_url":"https://onlylabs.fyi/signals/850c87eb-770a-4418-986c-9fd390996ff8/signal.json","source_url":"https://github.com/Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","title":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","summary":"Snowflake (Arctic) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-08T05:53:12+00:00","first_seen_at":"2026-10-17T07:01:04.292972+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime"]},"facets":{"repo":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","language":"Shell"},"traction":{"github_stars":0,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","final_url":"https://github.com/Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime","title":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-17T07:03:43.965752+00:00","bytes":19663,"raw_path":"b2e0bc7dfd06c50644b7156feffa4f62277af260577ecc7f1edbef2a66e41913.json","content_hash":"95d1f0f6d94174f7829345b1b037d1705e4b13a9edcd3731c55ed01349173809","excerpt_chars":1200,"truncated":true,"excerpt":"Snowflake-Labs/sfguide-build-full-stack-apps-with-snowflake-app-runtime Description: Get Started with Snowflake App Runtime - 3-iteration quickstart (Data Explorer, Workflow, AI Agent) Language: Shell License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-10-08T05:53:12Z Pushed: 2026-10-17T02:42:58Z Default branch: main Fork: no Archived: no README: Build Full-Stack Apps with Snowflake App Runtime > **Follow the step-by-step guide:** [Build Full-Stack Apps with Snowflake App Runtime](https://www.snowflake.com/en/developers/guides/build-full-stack-apps-with-snowflake-app-runtime/?utm_source=github&utm_medium=repo&utm_campaign=sar-churnguard&utm_content=sfguide-sar-fullstack). This repo is its companion: setup scripts, prompts, and a reference solution. Build and deploy **ChurnGuard**, a full-stack web app on Snowflake, in three progressive iterations: an interactive dashboard, then a workflow app, then an AI-powered agentic experience. Each iteration is driven by a prompt you paste into [Cortex Code Desktop](https://docs.snowflake.com/en/user-guide/cortex-code/cortex-code). Narrative Arc ```mermaid flowchart LR explore[\"Iteration 1: See the Data\"] --> act[\"Iteration 2:..."},"evidence_pages":[],"related_signals":[{"id":"4550231e-7e33-4747-a6ef-7c99fcb21a2b","url":"https://onlylabs.fyi/signals/4550231e-7e33-4747-a6ef-7c99fcb21a2b","source_url":"https://github.com/Snowflake-Labs/expedition-2026-day-3-hol","title":"Snowflake-Labs/expedition-2026-day-3-hol","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-08T22:36:41+00:00","first_seen_at":"2026-10-13T07:01:10.414843+00:00","date_source":"source"},{"id":"020f54ac-8a16-4a95-885e-50b152c1226c","url":"https://onlylabs.fyi/signals/020f54ac-8a16-4a95-885e-50b152c1226c","source_url":"https://github.com/Snowflake-Labs/expedition-2026-day-2-hol","title":"Snowflake-Labs/expedition-2026-day-2-hol","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-06T23:55:12+00:00","first_seen_at":"2026-10-10T07:01:08.089453+00:00","date_source":"source"},{"id":"66e367e9-642c-412b-a80c-1dbdb52657ab","url":"https://onlylabs.fyi/signals/66e367e9-642c-412b-a80c-1dbdb52657ab","source_url":"https://github.com/Snowflake-Labs/decision-models-in-snowflake-model-registry","title":"Snowflake-Labs/decision-models-in-snowflake-model-registry","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-01T13:38:02+00:00","first_seen_at":"2026-10-06T07:01:05.203432+00:00","date_source":"source"},{"id":"60b9b65a-f3ae-44d0-9bbe-8ed86292c4ae","url":"https://onlylabs.fyi/signals/60b9b65a-f3ae-44d0-9bbe-8ed86292c4ae","source_url":"https://github.com/Snowflake-Labs/sfguide-run-python-and-spark-jobs-with-code-bundles","title":"Snowflake-Labs/sfguide-run-python-and-spark-jobs-with-code-bundles","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-09-21T16:35:15+00:00","first_seen_at":"2026-09-22T07:01:02.300044+00:00","date_source":"source"},{"id":"f706f778-8ddc-4a85-adfb-e31ad4499dcc","url":"https://onlylabs.fyi/signals/f706f778-8ddc-4a85-adfb-e31ad4499dcc","source_url":"https://github.com/Snowflake-Labs/sfguide-getting-started-with-remote-development-vscode-extension","title":"Snowflake-Labs/sfguide-getting-started-with-remote-development-vscode-extension","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-09-16T22:12:13+00:00","first_seen_at":"2026-09-29T07:01:09.214904+00:00","date_source":"source"},{"id":"c08d03ee-29fd-4010-adfd-e192a6d5991d","url":"https://onlylabs.fyi/signals/c08d03ee-29fd-4010-adfd-e192a6d5991d","source_url":"https://github.com/Snowflake-Labs/snowflake-elastic-channels","title":"Snowflake-Labs/snowflake-elastic-channels","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-09-03T16:58:35+00:00","first_seen_at":"2026-10-13T07:01:10.414843+00:00","date_source":"source"}]}