Web Data & Scraping
Public Social & Review Data, clean and on schedule
We collect publicly available data from public brand pages, review platforms and forums, clean it, validate it and deliver it in the format your team already uses. We focus on public, aggregate insight and avoid profiling individuals.
What we collect
- Public posts and comments
- Engagement counts
- Review text and ratings
- Hashtags and topics
- Timestamps
How teams use it
- Brand sentiment tracking
- Campaign measurement
- Product feedback mining
- Crisis early warning
Responsible collection
We work only with publicly available information, respect robots directives and rate limits, filter out personal data that is not needed and review source terms with you before a project starts. Each dataset ships with a data dictionary and a quality report.
What we deliver
Public Social & Review Data services we offer
Scheduled feeds
Hourly, daily or weekly refreshes matched to how fast your market moves.
Clean, normalised output
Consistent fields, deduplicated records and standardised units and currencies.
Flexible delivery
API, CSV/JSON/Parquet files, S3, BigQuery, Snowflake or Google Sheets.
Quality monitoring
Automated completeness and accuracy checks on every run.
Change alerts
Notifications when prices, stock or listings change.
Dashboards on request
Ready-made views in Power BI, Looker or Metabase.
Toolbox
Technology we use
Proven, well-supported tools chosen for your requirements — never for novelty.
- Python
- Scrapy
- Playwright
- Airflow
- PostgreSQL
- BigQuery
- Snowflake
- S3
What sets us apart
Why teams choose BeyondCode
Senior people on your project
The engineers you meet in the pitch are the engineers who build your product. No bait and switch.
Security as a habit
NDAs, least-privilege access, encrypted devices and secure development practices on every project.
You own everything
Code, designs, cloud accounts and store listings are in your name from day one.
Transparent, predictable pricing
Fixed-price phases or monthly teams with clear reporting. No surprise invoices.
Time zones covered
Bengaluru-based with practical overlap for the Gulf, the UK, Australia and the Americas.
Honest advice, even when it costs us
If a smaller scope, an off-the-shelf tool or a different approach serves you better, we will say so.
How we work
Discover. Build. Evolve.
Three phases, one team, no handovers into the void.
Discover.
We dig into your goals, users, constraints and existing systems. You get a clear scope, architecture outline, risks and a fixed estimate — usually within two weeks.
Build.
Cross-functional sprints with a demo every fortnight. You see working software early, change direction cheaply and always know exactly where the budget stands.
Evolve.
Launch is the starting line. We monitor, measure and improve — or hand over cleanly to your team with documentation, training and a support window.
Related
Explore related services
FAQ
Public Social & Review Data: common questions
How fresh is the Public Social & Review Data?
You choose the cadence — from near real-time for fast-moving prices to weekly for slower markets.
Can we get a sample before committing?
Yes. We usually provide a sample dataset from your target sources so you can validate fields and quality first.
Which countries do you work with?
We work with clients across India, the UAE, Saudi Arabia, Kuwait, Qatar, Bahrain, Oman, the USA, the UK, Australia, Canada and Singapore. Our delivery team is in Bengaluru, with a UK presence in Hampshire.
How do we get started with public social & review data?
Book a free 30-minute call. We will ask about your goals, users and constraints, then propose a short discovery phase or a direct estimate if the scope is already clear.
Start a conversation
Tell us what you are building
Share a few lines about your idea or problem. A senior consultant — not a salesperson — will reply with questions, a suggested approach and a ballpark budget.
- Call+91 93534 46451
- Emailinfo@beyondcode.in
- WhatsAppChat with us
Thirty minutes. One honest conversation.
Tell us what you are building or fixing. You will leave the call with a clearer scope, a realistic timeline and a ballpark budget — whether or not we end up working together.