--- title: "How to Retrieve Candidate Education Data from Bullhorn API using Python" url: "https://getknit.dev/blog/how-to-retrieve-candidate-education-data-from-bullhorn-api-using-python/" date: "2026-04-11T05:30:48+00:00" modified: "2026-04-12T18:00:32+00:00" type: "post" --- # How to Retrieve Candidate Education Data from Bullhorn API using Python [Blog](https://getknit.dev/blog) / [Tutorials](https://getknit.dev/blogs/tutorials/) / How to Retrieve Candidate Education Data from Bullhorn API using Python [Tutorials](https://getknit.dev/blogs/tutorials/) · April 11, 2026 How to Retrieve Candidate Education Data from Bullhorn API using Python ======================================================================= ![](https://storage.googleapis.com/knit-website-media/2026/08/64c34ca1e0546a9d333bb35a_Kunal-3-112x112.png)Kunal Mishra 3 min read [](https://www.linkedin.com/sharing/share-offsite/?url=https%3A%2F%2Fgetknit.dev%2Fblog%2Fhow-to-retrieve-candidate-education-data-from-bullhorn-api-using-python%2F) [](https://twitter.com/intent/tweet?url=https%3A%2F%2Fgetknit.dev%2Fblog%2Fhow-to-retrieve-candidate-education-data-from-bullhorn-api-using-python%2F&text=How%20to%20Retrieve%20Candidate%20Education%20Data%20from%20Bullhorn%20API%20using%20Python) Table of Contents - [Introduction](#introduction) - [Prerequisites](#prerequisites) - [API Endpoints](#api-endpoints) - [Step-by-Step Process](#step-by-step-process) - [Common Pitfalls](#common-pitfalls) - [Frequently Asked Questions](#frequently-asked-questions) - [Knit for Bullhorn API Integration](#knit-for-bullhorn-api-integration) Introduction ------------ This article is part of a broader series covering the [Bullhorn API](https://developers.getknit.dev/docs/bullhorn-usecases) in depth. It focuses specifically on retrieving candidate education data using the Bullhorn API. If you’re building recruitment workflows, enriching candidate profiles, or standardizing talent data, accessing structured education records is a foundational requirement. This guide walks through how to do that efficiently, both for individual candidates and at scale. For a complete overview of authentication, rate limits, and other Bullhorn API use cases, refer to the full guide [here](/blog/bullhorn-api-directory-dlpbve/). ### Prerequisites Before getting started, ensure the following are in place: - Access to the Bullhorn API with valid credentials - BhRestToken obtained from the login process - Python environment set up with required libraries (e.g., `requests`) ### API Endpoints - `GET /entity/CandidateEducation/{id}`: Retrieve education data for a specific candidate - `GET /search/CandidateEducation`: Retrieve education data across all candidates ### Step-by-Step Process #### 1. Obtain Access Token ``` import requests login_url = 'https://auth.bullhornstaffing.com/oauth/token' params = { 'grant_type': 'password', 'client_id': 'YOUR_CLIENT_ID', 'client_secret': 'YOUR_CLIENT_SECRET', 'username': 'YOUR_USERNAME', 'password': 'YOUR_PASSWORD' } response = requests.post(login_url, data=params) access_token = response.json()['access_token'] ``` #### 2. Get Candidate Education Data for One Candidate ``` candidate_id = 'CANDIDATE_ID' education_url = f'https://rest.bullhorn.com/rest-services/{corpToken}/entity/CandidateEducation/{candidate_id}' headers = {'BhRestToken': access_token} response = requests.get(education_url, headers=headers) education_data = response.json() ``` #### 3. Get Candidate Education Data for All Candidates ``` search_url = f'https://rest.bullhorn.com/rest-services/{corpToken}/search/CandidateEducation' params = {'query': '*', 'fields': 'id,candidate,degree,school,major'} response = requests.get(search_url, headers=headers, params=params) all_education_data = response.json() ``` Common Pitfalls --------------- Execution typically fails not because of complexity, but due to operational gaps. Watch for these: 1. **Token lifecycle mismanagement** BhRestToken expires. Not handling refresh flows will break production pipelines. 2. **Incorrect endpoint construction** Missing or incorrect `corpToken` in the base URL leads to silent failures. 3. **Incomplete query parameters** Skipping required fields or malformed queries results in partial or empty responses. 4. **No response validation layer** Ignoring HTTP status codes leads to bad data entering downstream systems. 5. **Rate limit blind spots** High-frequency calls without throttling can trigger API restrictions. 6. **Improper JSON handling** Poor parsing logic causes data inconsistencies, especially in nested structures. 7. **Version drift** Bullhorn API updates can break existing integrations if not monitored proactively. Frequently Asked Questions -------------------------- 1. **How do I refresh the BhRestToken?** Re-authenticate using the login process to generate a new token. 2. **What does a 401 error indicate?** Typically invalid credentials or an expired BhRestToken. 3. **Can I filter education data?** Yes. Use query parameters in the search endpoint to refine results. 4. **Is there a limit to records returned?** Yes. Pagination applies, refer to API limits and use `start` and `count`. 5. **How do I handle large datasets?** Implement pagination and batch processing to avoid timeouts and rate limits. 6. **What format does the API return?** JSON is the standard response format. 7. **Can I update candidate education data?** Yes. Use the `PUT /entity/CandidateEducation/{id}` endpoint. Knit for Bullhorn API Integration --------------------------------- If your objective is speed and reliability, manual integration is a bottleneck. [Knit ](/integration/bullhorn/)abstracts the entire Bullhorn API layer into a single integration. Authentication, authorization, and maintenance are handled out of the box. Building a Bullhorn integration? Knit gives you two ways to build it. Pick the one that fits. - [Bullhorn on Unified API](https://getknit.dev/integration/bullhorn/) Your customers want Bullhorn and the other ATS tools they use. Build one integration and get normalised read and write data with real-time webhooks. [Try free](https://dashboard.getknit.dev/signup) - [Bullhorn MCP server](https://getknit.dev/mcp-servers/bullhorn-mcp-server/) Your AI agent needs to read and act in your customers' Bullhorn. Use a pre-built, hosted MCP server instead of writing integration code. [Try free](https://mcphub.getknit.dev/) Knit's Unified API connects to 190+ apps across HRIS, ATS, CRM, accounting and more. Knit never stores your end users' data and is SOC 2, GDPR and ISO 27001 compliant: [How Knit handles security](/security/) · [Security Center](https://compliance.getknit.dev/) Not sure which fits? [Talk to a human](/book-demo/) ![](https://storage.googleapis.com/knit-website-media/2026/08/64c34ca1e0546a9d333bb35a_Kunal-3-112x112.png)Written by Kunal Mishra Changing integration landscape, one organization at a time‍ Keep Reading ------------ ![Bullhorn API Directory](https://storage.googleapis.com/knit-website-media/2026/08/blog-banner-green-640x400.png) [API Directory](https://getknit.dev/blogs/api-directory/) ### [Bullhorn API Directory](https://getknit.dev/blog/bullhorn-api-directory-dlpbve/) Learn about the common Bullhorn API data models and API end points in this comprehensive Bullhorn API directory November 20, 2024 · 5 min read ![How to Get an Okta API Token (Step-by-Step)](https://storage.googleapis.com/knit-website-media/2026/08/blog-banner-red-scaled-640x400.png) [Tutorials](https://getknit.dev/blogs/tutorials/) ### [How to Get an Okta API Token (Step-by-Step)](https://getknit.dev/blog/okta-api-key/) Generate an Okta API token in the Admin Console, add it as an SSWS Authorization header, and call the Okta… July 22, 2026 · 8 min read ![Get Ticket Data from Freshdesk API using Python](https://storage.googleapis.com/knit-website-media/2026/08/blog-banner-red-scaled-640x400.png) [Tutorials](https://getknit.dev/blogs/tutorials/) ### [Get Ticket Data from Freshdesk API using Python](https://getknit.dev/blog/get-ticket-data-from-freshdesk-api-using-python/) Learn how to retrieve ticket data from the Freshdesk API with step-by-step instructions, endpoints, code examples, common pitfalls, and FAQs… April 11, 2026 · 5 min read \#1 in Ease of Integrations --------------------------- ![4.9 out of 5 stars](/wp-content/themes/knit/assets/images/g2/g2-star-rating.svg) 4.9 out of 5 stars on G2 ![G2 Leader, Spring 2026](/wp-content/themes/knit/assets/images/g2/g2-leader.svg)![G2 Fastest Implementation, Spring 2026](/wp-content/themes/knit/assets/images/g2/g2-fastest-implementation.svg)![G2 High Performer, Spring 2026](/wp-content/themes/knit/assets/images/g2/g2-high-performer.svg)![G2 Best Est. ROI, Spring 2026](/wp-content/themes/knit/assets/images/g2/g2-best-roi.svg) Put Integrations on Autopilot. Talk to Experts. ----------------------------------------------- Knit is loved by customers across the globe due to our seamless product and white glove support. You'll love us too! [Talk to a Human](/book-demo)