Web Data & Scraping

Food Delivery & Grocery Data, clean and on schedule

We collect publicly available data from public restaurant listings, menus and grocery catalogues, clean it, validate it and deliver it in the format your team already uses. Restaurant groups and FMCG brands use it to understand local demand and pricing patterns.

Person overlaid with streams of digital data

What we collect

  • Restaurant and store listings
  • Menu items and prices
  • Delivery fees and times
  • Cuisine and category tags
  • Ratings
  • Promotions

How teams use it

  • Menu pricing benchmarks
  • Market entry research
  • Promotion tracking
  • Cloud kitchen planning

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

How we can help

01

Scheduled feeds

Hourly, daily or weekly refreshes matched to how fast your market moves.

02

Clean, normalised output

Consistent fields, deduplicated records and standardised units and currencies.

03

Flexible delivery

API, CSV/JSON/Parquet files, S3, BigQuery, Snowflake or Google Sheets.

04

Quality monitoring

Automated completeness and accuracy checks on every run.

05

Change alerts

Notifications when prices, stock or listings change.

06

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

01

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.

02

Security as a habit

NDAs, least-privilege access, encrypted devices and secure development practices on every project.

03

Senior people on your project

The engineers you meet in the pitch are the engineers who build your product. No bait and switch.

04

Time zones covered

Bengaluru-based with practical overlap for the Gulf, the UK, Australia and the Americas.

05

Transparent, predictable pricing

Fixed-price phases or monthly teams with clear reporting. No surprise invoices.

06

Product thinking, not just code

We care whether the feature moved the metric, and we will help you measure it.

How we work

Discover. Build. Evolve.

A simple, proven rhythm that keeps surprises out of your project.

01

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.

02

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.

03

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.

More on how we work

FAQ

Food Delivery & Grocery Data: common questions

How fresh is the Food Delivery & Grocery 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 food delivery & grocery 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.

We reply within one business day. Your details stay private — see our privacy policy.

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.