Data Community Forum

Topic	Replies	Views	Activity
Delivering a continuous enterprise data pipeline Meetups data-quality , data-pipeline , enterpise , ai After last week’s virtual conference, we’re back to business as usual in October, when we welcome Scott Ambler to the Data Community. Delivering a Continuous Enterprise Data Pipeline :date: 2026-10-21T15:00:00Z (UTC)→2…	0	15	September 10, 2026
Welcome to the Data Vault User Group Discourse Watercooler	0	1196	November 23, 2021
Handling Retroactive Changes to Historical Effectivity in Data Vault 2.0 Data Vault 2.0 satellite	4	38	September 17, 2026
Data Community Virtual Conference 2026 Debrief. What stuck with you? Events	1	22	September 9, 2026
Introduce yourselves! Watercooler community	47	1695	September 7, 2026
LLM API Returning Inconsistent Responses When Using RAG Other Methodologies link	0	29	September 1, 2026
Introducing myself: governed self-service, semantics and AI Watercooler	3	44	August 31, 2026
How ready is your data function, really? (Free 5-min self-assessment) Watercooler data-platform , data-maturity	0	20	August 20, 2026
📣 Data Community Virtual Conference 2026 — Free, 2 Days, All Online Events	0	51	August 19, 2026
What load timestamp should we use when migrating 10 years of daily deltas Data Vault 2.0	7	131	August 12, 2026
Meet the IRiS Assistant IRiS	1	67	June 28, 2026
DV hub methodology question about load_date Data Vault 2.0	1	88	June 26, 2026
Scaling Data Vault Meetups vaultspeed , automatedv	0	48	June 23, 2026
VaultSpeed News Letter - What's New in June 26 VaultSpeed datamodelling , data-modelling , data-vault	0	42	June 23, 2026
Detecting Delete of a Relationship in Snapshots Data Vault 2.0 link	2	71	June 22, 2026
Why AI Projects Fail Without Trusted Data Foundations Other Methodologies snowflake	0	51	June 11, 2026
Effect on link structure if source table changes structure Erwin link , business-key , relationships	4	355	June 8, 2026
Experience Modeling ACDOCA Data Vault 2.0 link , hub	0	64	June 3, 2026
DV Modelling Is Hard Data Vault 2.0 satellite , link-satellite , link , hub	9	330	May 30, 2026
Partitioned Multi-Active Satellite Data Vault 2.0	0	70	May 29, 2026
PIT, MAS, and Bridge Tables — Do They Belong to the Raw Vault or the Business Vault? Data Vault 2.0 dv-20-structure	4	154	May 29, 2026
Structure of the PIT table for Snowflake DB Data Vault 2.0 pit	4	143	May 29, 2026
Soumitra Dutta Oxford-How do I quantify ROI from data initiatives? Data Vault 2.0	1	52	May 29, 2026
Ingesting JSON in to Raw Vault Data Vault 2.0 json	3	145	May 29, 2026
Thin BSATs in projects, is this best practices? Data Vault 2.0	4	178	May 29, 2026
Effectivity Satellites as Views Data Vault 2.0 automate-dv	4	174	May 29, 2026
VaultSpeed - Agentic Framework - Live Intro VaultSpeed data-modelling , data-vault	0	48	May 26, 2026
Introducing myself Watercooler	2	66	May 6, 2026
Why your data architecture is holding your AI back Other Methodologies data-modelling	0	37	April 30, 2026
Multiple (not composite) business keys in the same hub Data Vault 2.0 hub	6	162	March 12, 2026

Delivering a continuous enterprise data pipeline

After last week’s virtual conference, we’re back to business as usual in October, when we welcome Scott Ambler to the Data Community. Delivering a Continuous Enterprise Data Pipeline :date: 2026-10-21T15:00:00Z (UTC)→2…