Neutral
AI recommendation signal analysis across 79 domains for the Neutral persona in Data Warehouse Lakehouse Platforms.
Many tables and charts on this page show only the top few results; the full data behind them runs far deeper. The complete report unlocks every row, chart, and download for this industry.
Get the full Data Warehouse Lakehouse Platforms report →How to use this page
Join the right communities
The forums and message boards that own this industry's discussion. Monitor them for pain points and participate where your customers already gather.
Where the numbers come from
We run forums, message boards queries for this industry through Google and aggregate every result: domains by rank-weighted score (higher positions count for more) and appearance count, exact URLs by appearance count, and the most common title phrases.
What's on this page
Domain and URL charts, the full result list, and title n-gram tables.
Research: Forums, Message Boards
Domains appearing in Google results for Neutral's Research: Forums, Message Boards queries. Score is a rank-weighted sum (higher-ranked appearances count for more); count is a plain appearance tally.
Top URLs
Individual pages (not just domains) ranked by the same rank-weighted score, labeled by page title.
All Results
Every result for Neutral's Research: Forums, Message Boards queries, ranked by how many times each exact URL appeared (ties broken by average rank position, so appearing higher up wins), a different aggregation than the score-based charts above. Title and URL links open in a new tab.
| Title | URL | Appearances | Domain PR | Domain HC | Host PR | Host HC |
|---|---|---|---|---|---|---|
| r/datawarehouse | https://www.reddit.com/r/datawarehouse/ | 1 | 72 | 97 | 64 | 96 |
| Choosing a data warehouse - In-Depth Discussions | https://discourse.getdbt.com/t/choosing-a-data-warehouse/62 | 1 | 41 | 96 | 13 | 95 |
| Community Data Warehouse | https://www.springfieldpublicschools.com/departments/OITA/community_data_warehouse | 1 | 10 | 95 | 0 | 94 |
Title N-Grams
Most common word phrases (2 to 7 words) across every result title for these queries.
2-grams
| 80 | data warehouse |
| 11 | vs data |
| 9 | a data |
| 6 | warehouse vs |
| 6 | data lake |
| 5 | data warehousing |
| 5 | lake vs |
| 4 | warehouse for |
| 4 | vs database |
| 4 | building a |
| 4 | enterprise data |
| 3 | database vs |
| 3 | warehouse analytics |
| 3 | of data |
| 3 | what is |
| 2 | warehouse in |
| 2 | community data |
| 2 | to build |
| 2 | health data |
| 2 | warehouse community |
| 2 | the real |
| 2 | is a |
| 2 | data storage |
| 2 | warehouse solutions |
| 2 | the data |
3-grams
| 9 | a data warehouse |
| 8 | vs data warehouse |
| 5 | data warehouse vs |
| 5 | data lake vs |
| 4 | data warehouse for |
| 4 | warehouse vs database |
| 4 | building a data |
| 4 | lake vs data |
| 3 | database vs data |
| 3 | data warehouse analytics |
| 3 | enterprise data warehouse |
| 2 | data warehouse in |
| 2 | community data warehouse |
| 2 | health data warehouse |
| 2 | data warehouse community |
| 2 | data warehouse solutions |
| 2 | the data warehouse |
| 2 | fabric data warehouse |
| 2 | data warehouse and |
| 1 | choosing a data |
| 1 | warehouse in depth |
| 1 | in depth discussions |
| 1 | data warehouse forums |
| 1 | etl data pipelines |
| 1 | data pipelines data |
4-grams
| 4 | building a data warehouse |
| 4 | vs data warehouse vs |
| 4 | data lake vs data |
| 4 | lake vs data warehouse |
| 3 | data warehouse vs database |
| 3 | database vs data warehouse |
| 2 | a data warehouse for |
| 1 | choosing a data warehouse |
| 1 | a data warehouse in |
| 1 | data warehouse in depth |
| 1 | warehouse in depth discussions |
| 1 | etl data pipelines data |
| 1 | data pipelines data warehousing |
| 1 | pipelines data warehousing knacksters |
| 1 | data warehousing knacksters idea |
| 1 | warehousing knacksters idea lab |
| 1 | data warehouse dwh trimble |
| 1 | warehouse dwh trimble unity |
| 1 | dwh trimble unity construct |
| 1 | to build or not |
| 1 | build or not to |
| 1 | or not to build |
| 1 | not to build a |
| 1 | to build a data |
| 1 | build a data warehouse |
5-grams
| 4 | data lake vs data warehouse |
| 3 | lake vs data warehouse vs |
| 2 | vs data warehouse vs database |
| 1 | choosing a data warehouse in |
| 1 | a data warehouse in depth |
| 1 | data warehouse in depth discussions |
| 1 | etl data pipelines data warehousing |
| 1 | data pipelines data warehousing knacksters |
| 1 | pipelines data warehousing knacksters idea |
| 1 | data warehousing knacksters idea lab |
| 1 | data warehouse dwh trimble unity |
| 1 | warehouse dwh trimble unity construct |
| 1 | to build or not to |
| 1 | build or not to build |
| 1 | or not to build a |
| 1 | not to build a data |
| 1 | to build a data warehouse |
| 1 | data warehouse integration dwh bi |
| 1 | warehouse integration dwh bi legacy |
| 1 | integration dwh bi legacy dev |
| 1 | dwh bi legacy dev forum |
| 1 | need a data warehouse for |
| 1 | a data warehouse for a |
| 1 | data warehouse for a self |
| 1 | warehouse for a self hosted |
6-grams
| 3 | data lake vs data warehouse vs |
| 2 | lake vs data warehouse vs database |
| 1 | choosing a data warehouse in depth |
| 1 | a data warehouse in depth discussions |
| 1 | etl data pipelines data warehousing knacksters |
| 1 | data pipelines data warehousing knacksters idea |
| 1 | pipelines data warehousing knacksters idea lab |
| 1 | data warehouse dwh trimble unity construct |
| 1 | to build or not to build |
| 1 | build or not to build a |
| 1 | or not to build a data |
| 1 | not to build a data warehouse |
| 1 | data warehouse integration dwh bi legacy |
| 1 | warehouse integration dwh bi legacy dev |
| 1 | integration dwh bi legacy dev forum |
| 1 | need a data warehouse for a |
| 1 | a data warehouse for a self |
| 1 | data warehouse for a self hosted |
| 1 | warehouse for a self hosted gitlab |
| 1 | public health data warehouse community advisory |
| 1 | health data warehouse community advisory board |
| 1 | data warehouse vs database what s |
| 1 | warehouse vs database what s the |
| 1 | vs database what s the real |
| 1 | database what s the real difference |
7-grams
| 2 | data lake vs data warehouse vs database |
| 1 | choosing a data warehouse in depth discussions |
| 1 | etl data pipelines data warehousing knacksters idea |
| 1 | data pipelines data warehousing knacksters idea lab |
| 1 | to build or not to build a |
| 1 | build or not to build a data |
| 1 | or not to build a data warehouse |
| 1 | data warehouse integration dwh bi legacy dev |
| 1 | warehouse integration dwh bi legacy dev forum |
| 1 | need a data warehouse for a self |
| 1 | a data warehouse for a self hosted |
| 1 | data warehouse for a self hosted gitlab |
| 1 | public health data warehouse community advisory board |
| 1 | data warehouse vs database what s the |
| 1 | warehouse vs database what s the real |
| 1 | vs database what s the real difference |
| 1 | why building a data warehouse is a |
| 1 | building a data warehouse is a major |
| 1 | a data warehouse is a major challenge |
| 1 | data storage showdown database vs data warehouse |
| 1 | storage showdown database vs data warehouse vs |
| 1 | working with qlik compose for data warehouse |
| 1 | with qlik compose for data warehouse qc4dwh |
| 1 | how would you test a data warehouse |
| 1 | would you test a data warehouse archive |