8DB | Native Multimodal Data: Connect the Dots Across Graphs, Maps and Time Series
Explore the ideas and implementation context behind this capability.
Explore the models / 8DB
Raster fields
Read the pattern across a field.
Represent values on a grid and connect their spatial meaning with time, source material and related observations.
Grid · sample · compare
Model / Raster fieldsConceptual diagram
Start with the operations
your question needs.
- Typed scalar raster/grid representation
- Preserved regular layout and values
- Source and related-record context
Documented product scope, reviewed 17 September 2026. The underlying build and deployment must be qualified for your application.
Raster typing does not prove support for every geospatial file format, reprojection or analysis operation. Check NoData, units, resolution, georeferencing and import/export behaviour explicitly.
Connected native models
Keep the next question within reach.
The useful addition is context around the cells: a field can be inspected beside the capture event and associated observations. A grid’s shape and value semantics remain explicit.
Put the question in its place.
Locate · measure · query
Explore model ↗Keep the meaning in every observation.
Observe · window · analyze
Explore model ↗Keep the source behind the answer.
Structure · search · trace
Explore model ↗These connections show the models involved in the application design. Compare the supported combination and full workflow with a realistic alternative.
Input → usable value / interactive design example
Review a changing environmental field
Receive a supported grid and capture metadata
A regular grid carries values across space. The color pattern is illustrative, not measured data.
Next: Preserve meaning
Conceptual application workflow. Qualify the supported operations, external tools, protection and persistence for the complete path. These diagrams are explanatory, not measured results.
Read the complete workflow and comparison scope
- Receive a supported grid and capture metadata
- Preserve layout, units and missing-value meaning
- Select the relevant region and observation period
- Relate cell values to ground observations and source records
- Present a field view with its supporting context
Include decoding, georeferencing, any reprojection, loading and result assembly. A file-size comparison alone does not establish a faster or more accurate field-analysis workflow.
Compare a realistic alternative.
GDAL documents a broad raster driver ecosystem. It is an interoperability/processing baseline, not a competing database with identical responsibilities. Avoid implying that a typed grid replaces that entire ecosystem.
GDAL raster driversCompare equivalent outputs and required guarantees, including the simplest single-product alternative where one exists. A specialist may remain the better fit when its operators, ecosystem or operational maturity are decisive. Combining native models becomes valuable when your actual question crosses them.
Modality performance / Evidence reviewed 18 September 2026
Define the useful result. Measure the complete job.
A modality-specific timing is not yet linked to this guide.
There may be supporting engineering measurements in the internal archive. We are reconciling their workload, result quality and comparison conditions before presenting a public chart. A benchmark for an adjacent model does not establish this model’s performance.
01Resolution & band fidelity
02Window / region latency
03Decode & storage cost
Include memory, storage, energy and hardware writes
Record build-time and serving memory separately, original and derived stored bytes, measured joules per completed job, and physical writes including indexing, compaction and recovery. A smaller representation does not by itself prove lower energy or longer device life.
Match correctness, freshness, durability and protection across alternatives. Encryption, authorization, adapters, network setup and output delivery belong in the complete-job comparison wherever required. No universal zero-overhead claim follows from these results.
Choose the path that fits your deployment.
Verify the supported API/SDK, data format, persistence and indexing behaviour for the release you plan to use. Match the operation-by-modality protection profile and device qualification to the workload.
Related articles
Take the next step into the thinking.
Show Your Work: Provenance as a Query, Not a Forensic Reconstruction
Explore the ideas and implementation context behind this capability.
Reference / Reviewed 17 September 2026
Readable, shareable and traceable.
This reference explains 8DB’s public modality description with an explicit workload and selection criteria. It is a documentary review, not fresh execution of every operator or platform.
Public sources: 8DB modality scope; GDAL raster drivers; the related articles above. Internal source leads and outstanding release checks remain in the editorial record.
Download this referenceEvaluate the question
your application needs to answer.
Bring the data shapes, input state, expected output and the systems you use today. Define a comparison around that complete job.
Discuss your workload