Introduction
If you think you are ready to explore it for yourself, your next question might be: “How do I use it?”
That’s where our two job data products come in: the Job Posting Dataset (raw data) and the Job Posting Insights Bundle (aggregated data). Built on the same foundation, they’re designed for different needs. In this post, we’ll break down what each offers and help you decide which is right for you.
The Job Posting Dataset (Raw Data)
Let’s start with the core product - the
Job Posting Dataset, our full, unfiltered collection of job posts pulled straight from the source.
What is it?
The PDL
Job Posting Dataset is the raw version of our data: every single job post we’ve collected, along with all its associated details, in a structured and standardized dataset.
This product gives you total control over how you process, analyze, and model hiring data. It’s ideal for teams who want to get hands-on with job-level information, share real-time views of open roles, or build their own metrics, dashboards, and predictive models.
What's Inside?
Each record in this dataset represents one unique job posting and includes:
- Full job text and metadata: title, summary, role, location, and more
- Timestamped posting and removal dates: so you can track active vs. expired roles
- Company linkage: every job is tied to a specific company entity
- Delivery formats*: Flat JSON files shared via the cloud data storage solution of your choice
* We currently only support flat file data licenses for now, if you’re interested in an API for Job Posting Data - let us know! We build (and now
deliver) this dataset
daily, meaning you always have the most up-to-date data to work with.
Is this the right product for you?
The Job Posting Dataset is perfect for:
- Product teams building products and signals powered by real-time hiring data
- Data science and research teams working on custom workforce analytics or labor market models
- Anyone looking to work with scalable and structured job data
If you want a real-time feed of job data or you want to build your own insights, this dataset gives you the maximum level of detail, control and freshness.
TL;DR: If you need full-text job postings and have the technical resources to handle large datasets, this is the tool for you.
The Job Posting Insights Bundle (Aggregated Data)
Our
Job Posting Insights Bundle is the next layer up – taking the same raw job data and transforming it into ready-to-use company intelligence.
What is it?
Instead of dealing with individual job posts, the
Insights Bundle delivers aggregated metrics tied directly to each company record. It’s designed for teams that want actionable insights without the engineering overhead.
You’ll find these fields built directly into our
Company Dataset, which is available through API or data license.
What's inside?
The Insights Bundle includes:
- Hiring Volume: counts of active and deactivated job postings per month
- Role Context: breakdowns by job role, class, and sub-role
- Geographic Context: hiring activity by country and metro area
- Time-Series Trends: monthly hiring patterns starting from October 2024
All of this is pre-computed, structured, and ready to plug into your workflows – no data wrangling required.
Why we built it
Not every team has the resources (or the desire) to wrangle raw job data. Sometimes you just want the outcome: clear, consistent hiring insights that you can use immediately.
This bundle makes it easy to:
- Filter or score companies by hiring activity over time
- Identify hiring intent by department or geography
- Track changes in workforce focus without building complex data pipelines
In other words, it’s for users who care about the signals — not the individual job posts behind them.
Is this the right product for you?
The Insights Bundle is perfect for:
- Sales and marketing teams looking for company and GTM growth signals
- Investment and market researchers spotting workforce or sector trends
- HR Tech platforms enriching company profiles with hiring intelligence
As a bonus, if you’re already using our
Company Dataset, adding these fields gives you an instant upgrade, integrating company-level hiring insights into your existing data workflows.
TL;DR: If you want pre-computed, company-level hiring insights that are ready to use, this is the faster, simpler choice.
What about using both?
That’s why many of our customers use both datasets together:
- Use the Insights Bundle to spot macro trends: e.g. “Company X is ramping up hiring in Data Engineering across Europe.”
- Then use the Raw Dataset to zoom in: “What specific skills or tools are they emphasizing in those roles?”
Because both come from the same underlying source, they’re fully interoperable, letting you move seamlessly from high-level insight to post-level detail.
TL;DR: Use the Insights Bundle to track overall trends, and the Raw Dataset to understand the specifics behind each role.
Wrapping Up
To recap:
Together, they offer a complete, multi-layered view of hiring activity from every individual job post to every company trend.
If you’re ready to see how our job posting data can power your product, research, or analysis,
reach out to our team. We can walk you through both datasets and help you choose the setup that fits your goals best.