We extract public partner directories, topic taxonomies, and firmographic profiles from Bombora. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Topic Taxonomy objects from bombora.com. All fields typed and schema-versioned.
"topic_id": "T-8492", "topic_name": "Cloud Infrastructure", "category": "Information Technology", "parent_category": "Enterprise Software", "search_volume_index": 84, "active_status": true
| # | topic_id | topic_name | category | parent_category | search_volume_index | related_topics |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Partner Directory objects from bombora.com. All fields typed and schema-versioned.
"partner_id": "P-104", "company_name": "Marketo", "website": "marketo.com", "integration_type": "Marketing Automation", "headquarters": "San Mateo, CA", "partner_status": "Active"
| # | partner_id | company_name | website | integration_type | description | headquarters |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Firmographic Profiles objects from bombora.com. All fields typed and schema-versioned.
"company_name": "Acme Corp", "domain": "acmecorp.com", "industry": "Manufacturing", "employee_count_range": "1000-5000", "revenue_range": "$100M-$500M", "hq_location": "Chicago, IL"
| # | company_name | domain | industry | employee_count_range | revenue_range | hq_location |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Audience Segments objects from bombora.com. All fields typed and schema-versioned.
"segment_id": "SEG-992", "segment_name": "Enterprise IT Decision Makers", "b2b_focus": true, "industry_target": "Technology", "job_function": "IT", "seniority_level": "C-Level, VP"
| # | segment_id | segment_name | b2b_focus | industry_target | job_function | seniority_level |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Surge Indicators objects from bombora.com. All fields typed and schema-versioned.
"surge_id": "SUR-441", "topic_name": "Cybersecurity", "industry_vertical": "Finance", "surge_score_public": 78, "region": "North America", "trending_status": "High"
| # | surge_id | topic_name | industry_vertical | surge_score_public | date_recorded | region |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Bombora scraper navigates category hierarchies, partner directories, and taxonomy updates. We handle JavaScript rendering and pagination to ensure your intent models have the latest structural data.
Extract the complete B2B topic hierarchy, including parent-child relationships and category mappings.
Scrape the entire partner directory, capturing integration types, company profiles, and joint solutions.
Capture public company profiles, industry classifications, and size metrics exposed on the platform.
Monitor publicly accessible trending topics and industry-level surge indicators.
Track changes in the topic taxonomy over time. We emit diffs when new topics are added or deprecated.
Extract localized taxonomy structures and partner availability across different geographic regions.
Concurrent crawling architecture ensures full taxonomy refreshes complete in minutes, not hours.
Residential proxies and realistic browser fingerprints bypass rate limits and behavioral detection.
Data is normalised into clean schemas and delivered directly to your data warehouse.
Brief in. Clean data out.
Select the taxonomy branches, partner categories, or public directories you need extracted.
We configure Scrapy and Playwright crawlers, proxy rotation, and session management for bombora.com.
Schema validation, null-rate checks, and taxonomy hierarchy verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket or warehouse on an agreed cadence.
Extracting structured taxonomies requires bypassing strict rate limits and handling dynamic JavaScript payloads. Here is our approach.
Bombora's partner and topic directories rely on client-side rendering. We run full Playwright browser sessions to hydrate the DOM and capture data that headless HTTP clients miss entirely.
Frequent requests to taxonomy endpoints trigger IP blocks. Our crawlers use residential ISP proxies with realistic browser fingerprints and randomised request timing to distribute the load.
B2B topics are deeply nested. Our pipeline uses recursive traversal algorithms to map parent-child relationships accurately, ensuring the final dataset maintains strict hierarchical integrity.
We maintain a hash index of last-seen taxonomy nodes. Subsequent runs only push diffs, reducing compute cost and downstream processing load.
Every run emits structured logs to our observability stack. We alert on null-rate spikes and schema drift, responding before you notice.
Data science teams map Bombora's topic taxonomy to internal product categories to refine lead scoring algorithms.
Strategy teams monitor the partner directory to track competitor integrations and joint go-to-market motions.
Analysts track the introduction of new B2B topics to identify emerging technologies and shifting market focus.
Marketing operations teams align internal content tags with standard intent topics to optimise campaign targeting.
Data engineers automate the sync between public intent categories and internal CRM picklists.
Business development teams scrape partner profiles to identify potential integration targets in adjacent verticals.
"Bombora defines the standard for B2B intent topics, but mapping their taxonomy into your internal data models requires a dedicated pipeline."
Most teams underestimate the investment required to maintain taxonomy syncs. Reliable extraction requires residential proxies, full JavaScript rendering, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis.
Everything supported by our bombora.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript rendering and interaction flows for dynamic directories.
We maintain pools of residential ISP proxies. Rotation happens per-request to prevent rate limiting and IP bans.
Pipelines run on AWS ECS. Airflow handles scheduling and dependency management. All state is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About bombora.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available directory and taxonomy information is generally permissible. DataFlirt targets only public, non-authenticated data. We do not extract proprietary account-level surge data that requires an enterprise subscription. Clients should review terms of service and consult legal counsel.
We use residential ISP proxies and request timing modelled on human behaviour. Our infrastructure monitors for 429 rate limit responses and triggers pool rotation automatically.
Yes. Our pipeline maps the complete parent-child relationship tree for all publicly listed B2B intent topics.
No. Account-level Company Surge data is proprietary and gated behind Bombora's enterprise paywall. We extract the public taxonomy and partner ecosystem data.
We typically configure weekly or monthly runs for taxonomy updates, as the foundational topic structure changes infrequently. Diffs are delivered within hours of the run.
Our packages start at a defined scope for taxonomy or partner directory extraction with monthly delivery. Contact us for a scoped quote based on your requirements.
Yes. We provide a sample run of up to 100 topics or partner profiles to validate schema fit and data quality before committing.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off partner directory dump or continuous topic taxonomy updates, we scope, build, and operate the pipeline. Tell us what you need.
