tensorust/agency-procurement-forecast-diffs-sample

Procurement Forecast Change Log: free sample (Tensorust LLC)

14,284 federal forecast lines with value, NAICS, set-aside and award timing, plus a daily log of lines the agencies add, drop or change without notice.

Headline: Agencies publish procurement forecasts and then edit them in place: lines appear, slip a fiscal year, change value range or vanish, and nobody announces it.

This repository is a free teaser, not the dataset. It holds 25 example rows and a summary table with no names in it. The full file has 14,284 rows and is sold by Tensorust LLC: https://tensorust.com/datasets/agency-procurement-forecast-diffs/.

Files here

file	what it is
sample.csv	25 rows of the full file (the same sample shown on tensorust.com)
summary_by_agency.csv	row counts by agency across the full file, no entity names (groups with fewer than 3 rows are folded into "Other")

Summary by agency (largest groups)

Agency	rows
Department of the Interior	5,565
Department of Agriculture	4,103
Department of Transportation	1,180
General Services Administration	1,002
Department of Veterans Affairs	692
Department of Homeland Security	663
Department of State	396
Department of Education	240
Department of Labor	187
Department of Commerce	167
Nuclear Regulatory Commission	89
TOTAL	14,284

Full table: summary_by_agency.csv.

What the full file has

• 14,284 rows
• Key fields: source, record_key, source_id, title, agency, office, status, est_value, award_fy, award_quarter
• Parquet and CSV, a README with sources, method and limits, and the build script
• Free 25-row sample (no personal contact data)

Coverage: 14,284 forecast lines (13,621 Acquisition Gateway across agencies, 663 DHS APFS); 161 change events so far (160 lines added in the first diff); 3,470 lines updated by the agency in the last 30 days. Camera passes of Nov 6, 2026 (baseline 07:07 UTC; first diff 22:30 UTC); agency last-updated dates as published

Columns in the full file

column	meaning
source	Acquisition Gateway or DHS APFS
record_key	Forecast record id
source_id	Agency's own forecast id
title	Requirement
agency	Agency
office	Buying office
status	Forecast status
est_value	Estimated value range
award_fy	Award fiscal year
award_quarter	Award quarter (APFS)
naics	NAICS
set_aside_or_strategy	Set-aside or acquisition strategy
contract_type	Contract type
vehicle	Contract vehicle (APFS)
incumbent	Incumbent (APFS, where listed)
place	Place of performance
agency_last_updated	Agency's last-updated date
url	Forecast page
camera_events	Change events recorded for this line
last_event	Most recent event type
last_event_at	When
changed_fields	Fields that changed
first_seen_by_camera	When the camera first saw the line
days_since_agency_update	Days since the agency last updated it
updated_last_30d	Updated in the last 30 days

Get the full file

tier	price	includes
Register snapshot	$750	The full register and change log to date.
Daily change feed	$500 a month	Every add, drop and change each day, filterable by NAICS, agency and value, plus the register.
Capture team license	$9,000 a year	Daily feed, custom NAICS and agency alerts, full history and use across your business development team.

Email mattbusel@tensorust.com with the tier and a billing contact, and we will send a proper invoice (ACH or card). The file is delivered once the invoice is paid. Details and the live sample: https://tensorust.com/datasets/agency-procurement-forecast-diffs/. All datasets: https://tensorust.com/datasets/

Method and limits

Each camera pass crawls the full forecast and stores every record by its id. The next pass compares field by field: a new id is an add, a missing id is a drop, a changed value, NAICS, award year or status is a change (with the fields listed). The register keeps the latest state of each line, the agency's last-updated date, when the camera first saw it and its events. History starts Nov 6, 2026; lines already present then carry the baseline time as first seen.

Not a solicitation and not a promise to buy: forecasts are planning documents and change often. The change history begins Nov 6, 2026, so it does not yet show long-run slips. Forecast pages that block automated clients (several cabinet agencies) are not included.

Sources

• GSA Acquisition Gateway procurement forecast, all agencies (https://acquisitiongateway.gov/forecast)
• DHS Acquisition Planning Forecast System (https://apfs-cloud.dhs.gov/forecast/)
• Tensorust agency_pages camera (daily snapshots and diffs)

License

The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/agency-procurement-forecast-diffs/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license.

Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com