Mapbox Studio Systems
Custom basemaps, typography, and boundary logic built for executive briefings and public story maps. We version every style so updates flow from staging to production without surprises.
Mapbox StudioCartography + Data Science
Map-First Tools We Keep Ready
Inspired by modern studios like Stamen, we lead with expressive cartography grounded in rigorous data science. Mapbox, open-source analytics, and Esri deployments all live inside one playbook so stakeholders can understand a place in seconds.
Principled, Inspectable Workflows
Every map, dashboard, or briefing starts with traceable data transformations. We version the processing chains, export configuration files with the deliverables, and keep private repositories synced with the same binaries we ship to clients.
The stack below shows how we move from raw point clouds to expressive Mapbox experiences, keep hardware aligned with data capture, and make sure Esri environments stay in lockstep with our open tooling.
Mapbox + Data Science Stack
Mapbox gives us the creative headroom to tell spatial stories. We wrap it with open-source analytics so private firms and governments get the same modern cartography—whether the map lives on a public site, in a secure portal, or on a rugged laptop in the field.
Mapbox GL JS + Maps SDK
High-performing map canvases for browsers, StoryMaps embeds, and mobile dashboards. We tune interactions for decision-makers—temporal sliders, swipe tools, and annotations that explain the science.
Mapbox GL JSMapbox Tilesets + Tippecanoe
Vector tiling pipelines for massive infrastructure audits, floodplain revisions, and scenario planning. Tippecanoe recipes live beside Mapbox Upload API jobs so anyone can rerun them.
Tileset ServiceMapbox Atlas + Boundaries
Self-hosted Mapbox deployments for agencies that need everything offline or behind the firewall. We ship curated boundary datasets and synchronization scripts so Atlas mirrors the public stack.
Mapbox AtlasPython + GeoPandas
Spatial data science notebooks that prep and score datasets before they hit Mapbox. We bundle environment files, sample notebooks, and test data so analysts can reproduce the same charts.
DocsFiona + Rasterio
Lean IO libraries that move GeoPackages, Cloud Optimized GeoTIFFs, and tiles through repeatable automation. They bridge the data science layer with Mapbox-ready datasets.
DocsPDAL + GDAL Lab
Lidar classification, hydrologic enforcement, and raster transforms happen here before we publish them as Mapbox tiles or Esri image services. JSON configurations keep every step transparent.
PDALHardware We Keep Ready
Field capture still fuels the maps. The gear below keeps control points, imagery, and on-site edits flowing straight into the same data science pipelines that power our Mapbox and Esri deliverables.
Add Photo
UAV Mapping Platforms
Multispectral and RGB drones deployed for shoreline checks, post-storm assessments, and rapid asset inventories. RTK workflows snap every flight back to the same control network.
- DJI Mavic 3 Enterprise
- RTK base + network corrections
- MSX/thermal payload options
Add Photo
GNSS & Survey Kits
Ground control setup for lidar validation, culvert checks, and cross-section tie-ins. Packaged with quick-start docs so partner crews can collect reproducible points.
- Trimble R12/R2 receivers
- Field-proven tripod & bipod sets
- OPUS & point cloud QA templates
Add Photo
Rugged Compute + Storage
On-site processing stack for out-of-band communities. Syncs to cloud buckets when bandwidth catches up, keeping daily edits versioned and redundant.
- Ruggedized laptops with CUDA GPUs
- Portable NAS & RAID storage
- Cradlepoint + Starlink uplink options
Esri Delivery Without Silos
Many partners still rely on ArcGIS Online, Enterprise, and ArcGIS Pro. We keep those environments in sync with our Mapbox and open-source workflows so no one has to choose between creativity and compliance.
Repeatable Projects
ModelBuilder diagrams, Python toolboxes, and APRX templates ship with documentation and tests so staff can rerun complex analyses long after the engagement.
Portal Governance
We organize ArcGIS Online and Enterprise portals with lifecycle policies, ownership plans, and metadata standards that satisfy auditors while staying lightweight.
Bridging Stacks
Feature services and image layers synchronize with our containerized pipelines so any update instantly appears in Mapbox experiences, dashboards, or PDFs.
Core ESRI Components We Support
ArcGIS Pro
Production-grade APRX templates, task automation, and shared symbol libraries that stay versioned with your team.
ArcGIS Enterprise
High-availability portal builds, service publishing pipelines, and monitoring dashboards aligned with IT governance.
ArcGIS Online
Hosted layers, view configurations, and Hub sites paired with lifecycle policies so the public always sees authoritative data.
StoryMaps & Experience Builder
Executive dashboards, field briefings, and narratives wired to the same services that power internal analysis.
Integration Playbooks
ArcPy + Notebooks
Notebook Server runtimes mirror our container stack so the same scripts run on-prem, in the cloud, or in a local dev environment. Schedules, logging, and dependency files live beside the code.
Data Interchange
Versioned ETL using Data Interoperability and FME keeps authoritative layers synchronized with open data portals, Mapbox tilesets, and internal systems without duplicating effort.
Stakeholder Experiences
Experience Builder apps, dashboards, and mobile maps are tested with real users before handoff so decision-makers can act immediately.
How We Deploy the Stack
Versioned Pipelines
Every script lives in Git with pinned dependencies so partners can reproduce the exact same outputs months later.
Shared Playbooks
We hand over YAML/JSON configs plus checklist docs so internal GIS leads can rerun models without guesswork.
Training & Transfer
Screen shares, short videos, and office-hour style support make sure the tools stick with staff turnover.