Sold by: Techmap
Deployed on AWS
This dataset includes historical and upcoming job postings for South Africa (ZA) collected by Techmap since January 2020,
with an average of 33.5k new postings added monthly.
Use it to identify leads, track hiring trends, analyze markets, spot company signals, or enhance job boards.
Gain actionable insights into emerging technologies and potential prospects to stay competitive.
Overview
About
This job postings data feed provides historical job postings for South Africa (ZA) collected by Techmap since January 2020 and extended daily. On average, 33.5k new job postings are added each month. Historical job count statistics are available via our Data Explorer at https://jobdatafeeds.com/data/countries/za .
The job postings are provided in JSONL format (gzipped), with filenames including the date and country code (e.g., techmap_jobs_za_2025-02-06.jsonl.gz). Each file contains all job postings for that day and country, with each posting on a separate JSON line. New job postings, collected from multiple sources, are added daily with a two-day delay to accommodate job listings relayed through API pipelines. For instance, job listings from January 1st are made available on January 3rd.
Use Cases
With a population of 59.4m, South Africa generates a GDP per capita of 7.1k USD and offers job posting data that can be leveraged in various ways to extract actionable insights - for example:
- Sales Intelligence: Find leads, discover lookalike customers, and enhance conversions.
- Competitive Intelligence: Track competitors, analyze offerings, and spot expansion trends.
- Market Intelligence: Identify trends, extract insights, and inform marketing decisions.
- Recruitment Intelligence: Monitor hiring trends, salaries, and used talent pools.
- Job Boards: Backfill profession-, language-, or workplace-specific job boards.
Metadata
| Topic | Description |
|---|---|
| Data Format | JSONL (gzip'ed) |
| Geographic coverage | South Africa, but potentially global (see our other offerings here in ADX ) |
| Historical coverage | Starting January 1st 2020 up to end of subscription |
| Update frequency | Daily (two-day delay) |
| File size | On average 50MB (gzip) per file (up to 1GB in rare cases) |
| Number of Job Ads | On average 1.1k daily / 33.5k monthly |
Pricing Information
Available as a 12-month subscription, including historical data since January 2020 and daily updates until the subscription ends.
Additional Information
For individual or larger bundles (e.g., Global, EU, APAC, DACH) contact us at data@techmap.io or visit our job data product website . We can provide datasets for other bundles or countries on ADX within a few days.
Data excerpts / Data samples
Test our free historical dataset for Luxembourg or check our other data samples .
More Questions?
If you have other questions please contact data@techmap.io
About Us
Techmap.io is a global workplace search engine that crawls and collects job postings to analyze technology adoption in companies. We offer the same job postings we use - see jobdatafeeds.com for details.
Details
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Deployed on AWS
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Pricing
Pricing is based on the duration and terms of your contract with the vendor. This entitles you to a specified quantity of use for the contract duration. If you choose not to renew or replace your contract before it ends, access to these entitlements will expire.
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Dimension | Description | Cost/12 months |
|---|---|---|
Product Access | Dimension that grants access to the product for subscribers. | $3,600.00 |
Dimensions summary
This listing uses a single pricing dimension: Product Access (Units). You buy access under a one-time contract purchase rather than a recurring subscription. This historical dataset covers job postings for South Africa from January 2020 to the present. Data arrives as gzip-compressed JSON Lines files delivered through AWS Data Exchange. After purchase, you get read access to an S3 bucket in your own AWS account, and you pull the files into your pipeline. Since only one dimension exists, there are no tiers or add-ons to choose between.
Top-of-mind questions for buyers
One purchase grants access to the complete South Africa job posting dataset from January 2020 to the present. You receive every job posting collected for that country, with no cap on volume. Data arrives as daily gzip-compressed JSON Lines files, one file per day.
A historical dataset is a one-time purchase, not a recurring subscription. You pay once for the full country archive from January 2020 to the present. The data feed products are separate recurring subscriptions and cover only the last 3 months.
AWS Data Exchange grants read access to an S3 bucket in your own AWS account. New daily files appear there automatically. Files are gzip-compressed JSON Lines, where each line is one complete job posting. You pull them using the AWS CLI or any S3-compatible tool.
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Helpful?
Vendor refund policy
We do not offer refunds. Please make yourself accustomed to our data by checking our data samples (e.g., https://jobdatafeeds.com/job-data-overview ) before subscribing. Or test our free dataset for Luxembourg (LU) here on AWS Data Exchange (https://aws.amazon.com/marketplace/pp/prodview-p2554p3tczbes ).
Legal
Vendor terms and conditions
Upon subscribing to this product, you must acknowledge and agree to the terms and conditions outlined in the vendor's End User License Agreement (EULA) .
Content disclaimer
Vendors are responsible for their product descriptions and other product content. AWS does not warrant that vendors' product descriptions or other product content are accurate, complete, reliable, current, or error-free.
Delivery details
AWS Data Exchange (ADX)
AWS Data Exchange is a service that helps AWS easily share and manage data entitlements from other organizations at scale.
Additional details
You will receive access to the following data sets.
Data set name | Type | Historical revisions | Future revisions | Sensitive information | Data dictionaries | Data samples |
|---|---|---|---|---|---|---|
Historical Job Postings for South Africa (ZA) | All historical revisions | All future revisions | Not included | Not included |
Resources
Vendor resources
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