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Economics & Statistics Latest snapshot 2026-08-04 Free tier

Global Macro & Trade Indicators

Unified long-format macroeconomic and trade indicators from World Bank WDI, OECD and Eurostat official statistics, with IMF WEO and UN Comtrade derived metrics (no restricted raw values).

Records
9,074,115 records
Refresh
Quarterly refresh
Formats
CSV + Parquet
Coverage
Global (200+ economies)
Packages
12
Total volume
1.4 GB

Slices from

$99

Open-tier snapshots are free below — paid plans add monthly refreshes & support.

Request access / Get a sample

Request a quote or a free sample — we reply within one business day.

What you get

  • S — Starter slice of headline indicators per country
  • M — Research pack: 9.0M observations across sources
  • L — Full library: all indicators, countries and vintages
  • Unified long-format schema (country, indicator, period, value, source)
  • Data dictionary, datasheet and QA report included with every package

Sample preview

First 50 rows of the real free-sample file — the identical schema you get in every package. Click a column to sort, or filter across all rows.

Sample rows from Global Macro Indicators
worldbank_wdi:WDI.AG.PRD.CREL.MT:AFE:1962worldbank_wdiWDIWDI.AG.PRD.CREL.MTCereal production (metric tons)AFEAfrica Eastern and Southern196223568117.01
worldbank_wdi:WDI.NY.GNP.PCAP.CD:AFE:2014worldbank_wdiWDIWDI.NY.GNP.PCAP.CDGNI per capita, Atlas method (current US$)AFEAfrica Eastern and Southern20141668.22739458262941
worldbank_wdi:WDI.SL.TLF.CACT.MA.ZS:AFE:1999worldbank_wdiWDIWDI.SL.TLF.CACT.MA.ZSLabor force participation rate, male (% of male population ages 15+) (modeled…AFEAfrica Eastern and Southern199978.439739941647031
worldbank_wdi:WDI.SH.ANM.CHLD.ZS:AFE:2002worldbank_wdiWDIWDI.SH.ANM.CHLD.ZSPrevalence of anemia among children (% of children ages 6-59 months)AFEAfrica Eastern and Southern200263.737413032490681
worldbank_wdi:WDI.SH.HIV.1524.MA.ZS:AFE:2007worldbank_wdiWDIWDI.SH.HIV.1524.MA.ZSPrevalence of HIV, male (% ages 15-24)AFEAfrica Eastern and Southern20071.52747690799740751
worldbank_wdi:WDI.ER.FSH.CAPT.MT:ARB:2009worldbank_wdiWDIWDI.ER.FSH.CAPT.MTCapture fisheries production (metric tons)ARBArab World20092688914.60899999971
worldbank_wdi:WDI.DC.DAC.DEUL.CD:ARB:2017worldbank_wdiWDIWDI.DC.DAC.DEUL.CDNet bilateral aid flows from DAC donors, Germany (current US$)ARBArab World20173293090019.28567841
worldbank_wdi:WDI.SE.SEC.ENRL.GC:ARB:2017worldbank_wdiWDIWDI.SE.SEC.ENRL.GCSecondary education, general pupilsARBArab World201729200000.01
worldbank_wdi:WDI.SH.DYN.MORT:CEB:2007worldbank_wdiWDIWDI.SH.DYN.MORTMortality rate, under-5 (per 1,000 live births)CEBCentral Europe and the Baltics20078.723517957078871
worldbank_wdi:WDI.AG.PRD.LVSK.XD:EAR:2014worldbank_wdiWDIWDI.AG.PRD.LVSK.XDLivestock production index (2014-2016 = 100)EAREarly-demographic dividend2014100.01

50 rows · 12 columns — swipe → · page 1 of 5

Free sample not yet available for this dataset — request one via the contact form.

Coverage statistics

Records
9,074,115
Economies
284
Countries
284
Fields
29
Time coverage
n/a
Largest package
226.6 MB

Available packages

Real contents of the current builds — row counts, sizes and checksums come from the packaging manifest, not estimates.

Built packages for Global Macro Indicators
Slice Scope Rows Size Snapshot Monthly
S — core-indicators Core macro dashboard pack: ~90 curated headline indicators (GDP, growth, inflation, unemployment, trade, debt, demography + all OECD/Eurostat/derived series), all economies, year 2000+ 344,385 9.7 MB $99 $49/mo
M — open-primary-full Full openly-licensed primary corpus: every WDI, OECD and Eurostat observation, all indicators, all economies, full history (1960+) 9,033,074 225.6 MB $299 $99/mo
L — full-pack Everything: full open primary corpus plus all DataForge-derived IMF WEO indicators (cross-country percentile ranks, forecast averages) and UN-Comtrade-derived trade-structure indicators (partner HHI, top-partner share, trade balance) 9,074,115 226.6 MB $599 $199/mo

Built from the 2026-08-04 full run: World Bank WDI official bulk CSV, OECD SDMX API, Eurostat dissemination API, plus DataForge-derived indicators from IMF WEO and UN Comtrade (see pipelines/macro).

Free Open Data — full downloads

This dataset is part of the DataForge Open Data program: the upstream license (Dual license — CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required); commercial use requires a DataForge commercial license. Upstream: World Bank WDI CC BY 4.0, OECD & Eurostat open reuse terms (attribution); IMF WEO / UN Comtrade only as derived indicators (no raw values)) permits free redistribution, so the complete packages below are free — no signup. Please cite DataForge (data.zalize.com) with a backlink when you use or share this data.

Free open data downloads for Global Macro Indicators
Package Rows Size Download
S — Global Macro & Trade Indicators (Official Sources, Unified Long Table) 344,385 9.7 MB Free download
M — Global Macro & Trade Indicators (Official Sources, Unified Long Table) 9,033,074 225.6 MB Free download
L — Global Macro & Trade Indicators (Official Sources, Unified Long Table) 9,074,115 226.6 MB Free download
macro — observations.csv.gz 266.9 MB Free download
macro — observations.jsonl.gz 288.4 MB Free download
macro — observations.parquet 347.1 MB Free download
macro — indicators.csv.gz 100 KB Free download
macro — indicators.jsonl.gz 103 KB Free download
macro — indicators.parquet 182 KB Free download
macro — countries.csv.gz 4 KB Free download
macro — countries.jsonl.gz 4 KB Free download
macro — countries.parquet 8 KB Free download

License: Dual license — CC BY-NC 4.0 (DataForge curated layer; academic/personal use, attribution + backlink required); commercial use requires a DataForge commercial license. Upstream: World Bank WDI CC BY 4.0, OECD & Eurostat open reuse terms (attribution); IMF WEO / UN Comtrade only as derived indicators (no raw values) · Attribution: DataForge (data.zalize.com), built from World Bank WDI (CC BY 4.0), OECD and Eurostat official data

Full package inventory

Every package registered in the delivery catalog for this dataset — 12 packages, 1.4 GB total , 18,451,574 rows. Sizes, row counts and SHA-256 checksums come straight from the packaging pipeline.

PackageDateRowsSizesha256Access
observations.parquet2026-08-04347.1 MBFree download
observations.jsonl.gz2026-08-04288.4 MBFree download
observations.csv.gz2026-08-04266.9 MBFree download
macro-tier3-L-2026-08-04.ziptier L2026-08-049,074,115226.6 MBFree download
macro-tier2-M-2026-08-04.ziptier M2026-08-049,033,074225.6 MBFree download
macro-tier1-S-2026-08-04.ziptier S2026-08-04344,3859.7 MBFree download
indicators.parquet2026-08-04182 KBFree download
indicators.jsonl.gz2026-08-04103 KBFree download
indicators.csv.gz2026-08-04100 KBFree download
countries.parquet2026-08-048 KBFree download
countries.jsonl.gz2026-08-044 KBFree download
countries.csv.gz2026-08-044 KBFree download

How to get this data

All packages are hosted on the Hugging Face Hub: free/open packages live in a public dataset repo (direct downloads, no signup); paid or restricted editions are delivered from a private repo with token access after approval.

# Download the whole dataset repo (hf CLI — pip install -U huggingface_hub)
hf download zalizedata/global-macro-trade-indicators-dataset --repo-type dataset --local-dir global-macro-trade-indicators-dataset

# Or just one archive
hf download zalizedata/global-macro-trade-indicators-dataset archive/archive/macro-tier1-S-2026-08-04.zip --repo-type dataset

Protocol access (hf://, resolve links, token auth for private repos) is documented in the developer docs →

Pricing

One-time snapshot or monthly subscription, invoiced — pick a tier and request a quote; we reply within one business day and deliver via a time-limited download link. Prices are for the Internal Analytics tier; AI-training and redistribution tiers available — see License. Tiers marked “Request access” require a short approval step before delivery. Snapshots of the open tiers are also free above — paid plans add monthly refreshes and support.

Pricing for Global Macro Indicators
Tier Scope One-time snapshot Subscription Access
S — core-indicators Core macro dashboard pack: ~90 curated headline indicators (GDP, growth, inflation, unemployment, trade, debt, demography + all OECD/Eurostat/derived series), all economies, year 2000+ $99 $49/mo Request quote
M — open-primary-full POPULAR Full openly-licensed primary corpus: every WDI, OECD and Eurostat observation, all indicators, all economies, full history (1960+) $299 $99/mo Request quote
L — full-pack Everything: full open primary corpus plus all DataForge-derived IMF WEO indicators (cross-country percentile ranks, forecast averages) and UN-Comtrade-derived trade-structure indicators (partner HHI, top-partner share, trade balance) $599 $199/mo Request quote

AI-training use requires the AI-Training tier (1.5× base); redistribution licensing is quoted individually. Annual subscriptions get 2 months free. License details →

Update frequency & delivery

  • Sources: World Bank WDI (CC BY 4.0), OECD and Eurostat official bulk statistics; IMF WEO and UN Comtrade enter only as derived indicators (raw values are not redistributed).
  • Every package ships with a MANIFEST (per-file row counts, bytes, sha256) for verification.

Compliance & provenance

Collected only from publicly accessible pages and endpoints — no login-required data, no CAPTCHA solving, no forged authentication. Collection is rate-limited with an identified User-Agent, and collection logs are retained. PII is removed or pseudonymized. Every record carries its source URL and collection timestamp. Sold under a tiered commercial license.

FAQ

How is the data delivered?

The S and M packages are part of the DataForge Open Data program — download them free, no signup, from the Open Data page (GitHub Release and Zenodo DOI mirrors included). The full L edition and monthly refreshes are paid.

Can I use this data commercially?

Academic and personal use is free under CC BY-NC 4.0 (attribution + backlink). Commercial use of the DataForge curated layer requires a DataForge commercial license. Upstream World Bank WDI data is CC BY 4.0; OECD and Eurostat data follow their open reuse terms (attribution required).

What if I need a custom slice?

Custom cuts of the macro indicators data are available on request — contact us for a quote within one business day.

Slices from

$99

Request access