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BAKRABATA / RESEARCH ARCHIVE · SECTION 01

The open research library behind every Bakrabata deployment.

Forrester-validated ROI studies, municipal case studies, technical architecture whitepapers, public dashboards, and engineering documentation — published openly so smart city directors and procurement teams can complete diligence without scheduling a single call.

Curated byBakrabata Research & Engineering
Last updated14 March 2025
Coverage87 municipalities · 19 countries
SECTION 01 / RESOURCES42.3601° N / 71.0589° W
SECTION 03 / DEPLOYMENT ATLAS

A working atlas of municipal deployments.

Six full-length case studies drawn from the 87 municipalities currently running Bakrabata in production. Each documents the problem, the deployed modules, the integration timeline, and the measured outcome — without marketing varnish.

Overhead satellite tile of Lyon with overlaid planning heatmap zones
LYON · FRANCE

Cutting infrastructure planning cycles by 41% on the Confluence corridor

A consolidated geospatial decision layer for Lyon's Métropole, unifying traffic, building permits, and emissions feeds across nine communes.

Read the case study →
BARCELONA · SPAIN

Closing the superblock air-quality loop with fused IoT + Sentinel-2 layers

How Barcelona's Superilla team used real-time air-quality, footfall, and traffic feeds to measure and iterate on pedestrianization interventions across 38 superblocks.

Read the case study →

All case studies are reviewed for factual accuracy by the deploying city's program office before publication.

View the full atlas
SECTION 04 / ON-DEMAND SESSIONS

Recent technical sessions with our engineering leads.

For procurement teams still building internal understanding, these three recordings cover the architecture, the deployment model, and the data-ingestion patterns most cities adopt in their first six months.

  1. 01
    62 MIN · ARCHITECTURE · JAN 2025

    Inside StreamWeave: how we sustain sub-50ms queries at 14M points/sec

    Dr. Ines Aragão (VP Engineering) walks through schema design, partitioning, and edge-cache topology behind our patented ingestion engine, with a live walkthrough of the StreamWeave console.

    Watch recording
  2. 02
    48 MIN · DEPLOYMENT · DEC 2024

    A six-month path from contract to first geospatial decision

    Maya Okafor (Head of Solutions) and a guest from Rotterdam's program office trace a real deployment — kickoff, data onboarding, security review, first production query — week by week.

    Watch recording
  3. 03
    71 MIN · DATA PATTERNS · NOV 2024

    Fusing LiDAR, Sentinel-2, and municipal IoT — what works and what breaks

    Dr. Hyun-Woo Park (Director, Remote Sensing) on the resolution mismatches, coordinate-system gotchas, and storage trade-offs that determine whether a fused layer is actually useful or just expensive.

    Watch recording
SECTION 05 / PLATFORM TELEMETRY

The numbers behind the platform.

4.2T
Geospatial data points processed in 2024 alone
INTERNAL TELEMETRY · JAN–DEC 2024
99.97%
Platform uptime across the trailing twelve months
STATUS PAGE · PUBLIC
87
Municipal clients across 19 countries in production
CLIENT REGISTRY · Q1 2025
$3.10
Average return for every $1 spent (Forrester 2024)
FORRESTER TEI STUDY · 2024
Bakrabata public climate indicators dashboard mock-up
LIVE PREVIEW · 12,400+ INDICATORS · UPDATED EVERY 15 MINUTES
SECTION 06 / OPEN INSTRUMENT

Verify the platform without signing anything.

Bakrabata maintains a public dashboard tracking more than 12,400 urban climate indicators — updated every 15 minutes, covering air quality, surface temperature, vegetation index, and heat-island intensity across the cities we operate in. No login. No NDA. No sales sequence.

  • 01Inspect the indicators we collect and the resolution at which we publish them.
  • 02Compare coverage against your city's existing GIS feeds before scheduling anything.
  • 03When you're ready, book a working session with a solutions engineer.

Hosted by Bakrabata, Inc. · Refreshed every 15 minutes · Methodology documented in our open data spec.