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Top 10 Best Data Matrix Generator Software of 2026

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Top 10 Best Data Matrix Generator Software of 2026

Compare data matrix generator software options for barcode workflows, with notes on features, formats, and practical tradeoffs for teams.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy

Data matrix generator software tools matter because labeling workflows depend on correct module sizing, encoding choices, and repeatable rendering for printers and handheld scanners. This comparison helps analysts and operators weigh API integration, document or label embedding, configuration depth, and automation fit when selecting a generator for production throughput.

TEC-IT Barcode Generator is the best pick for labeling teams that need deterministic Data Matrix output, since its rendering is tuned for production-ready vector and print exports like SVG and EPS, whereas bwip-js suits developers who want scriptable, one-step SVG or raster generation in browser or Node workflows.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

TEC-IT Barcode Generator

Deterministic SVG and EPS rendering tailored for Data Matrix label production workflows.

Best for: Fits when teams need deterministic Data Matrix generation with vector or raster exports for labeling workflows.

2

bwip-js

Editor pick

One-step SVG or raster output driven by the same encoding options used for Data Matrix generation.

Best for: Fits when teams need scriptable Data Matrix rendering inside web apps and local services.

3

Zint Barcode Studio

Editor pick

COM connector integration on Windows plus command-line batch generation for serialized output pipelines.

Best for: Fits when teams need local, repeatable Data Matrix generation for print or label exports.

Comparison Table

1
enterprise
9.1/10
Overall
2
API-first
8.7/10
Overall
3
8.6/10
Overall
4
8.5/10
Overall
5
8.1/10
Overall
6
7.7/10
Overall
7
7.4/10
Overall
8
API-first
7.3/10
Overall
9
6.9/10
Overall
10
6.6/10
Overall
#1

TEC-IT Barcode Generator

enterprise

TEC-IT Barcode Generator creates barcode images and labels through a browser-based interface.

9.1/10
Overall
Features9.1/10
Ease of Use9.1/10
Value9.1/10
Standout feature

Deterministic SVG and EPS rendering tailored for Data Matrix label production workflows.

TEC-IT Barcode Generator is distinct for its direct barcode construction pipeline that turns supplied content into a Data Matrix symbol with controllable geometry and rendering output. It covers the common Data Matrix needs for printed labels and coded parts by offering standard Data Matrix settings rather than forcing users into a code-first integration workflow. Vector exports like SVG and EPS support downstream label design tools that preserve sharp edges at varying scales. Raster outputs support quick previews and static label mockups when the downstream workflow needs image assets.

A key tradeoff is that it is a generator experience rather than a full label management system, so it lacks built-in datastore features like versioned serial numbering and label template orchestration. Batch work is supported through generating multiple symbols, but deeper automation typically depends on exporting assets or integrating via external tooling. It fits best when teams need reliable Data Matrix generation for labeling prep, or when a QA step requires deterministic symbol rendering across repeated inputs.

Pros
  • +Clear Data Matrix generation controls for geometry and output rendering
  • +SVG and EPS exports support high-precision label design workflows
  • +Batch generation supports producing multiple symbols for print prep
  • +Deterministic rendering helps keep repeated barcode outputs consistent
Cons
  • –Limited governance features like RBAC or audit logs for teams
  • –No integrated serialization engine for UID lifecycle management
Use scenarios
  • Label designers

    Generate Data Matrix in vector

    Cleaner print proofs

  • Quality engineers

    Reproduce symbols for checks

    Lower rerun time

Show 1 more scenario
  • Manufacturing ops

    Prep batches for print

    Faster label turnaround

    Generates multiple Data Matrix labels from specified inputs and exports for operators.

Best for: Fits when teams need deterministic Data Matrix generation with vector or raster exports for labeling workflows.

#2

bwip-js

API-first

JavaScript barcode generator based on BWIPP with Data Matrix support for web and server workflows.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

One-step SVG or raster output driven by the same encoding options used for Data Matrix generation.

bwip-js.metafloor.com generates Data Matrix barcodes directly from JavaScript inputs, which makes it suitable for embedding into web-based tools. The generator supports both in-browser usage and Node.js execution, so the same code path can serve interactive prototypes and automated backends. Output options include vector SVG and raster image formats while keeping encoding and drawing in a single scriptable flow.

Control parameters cover quiet zone, margins, and module sizing, which allows print and scanning characteristics to be tuned without changing the rest of the generation logic. A concrete tradeoff is that it does not provide a label template designer, so layout work like adding multiple fields per label must be handled outside the barcode generator. It fits best when a team needs programmatic barcode generation for batch outputs in an existing JavaScript pipeline.

A typical usage situation is generating thousands of consistent Data Matrix codes for documents or packaging by passing structured content strings and consistent size settings. Another situation is returning SVG assets to a front-end for preview and then rasterizing them for specific printer constraints.

Pros
  • +Runs in browsers and Node.js from a small JavaScript API surface
  • +Exports SVG and raster outputs for documents and print pipelines
  • +Supports batch generation by iterating parameters per payload
  • +Configurable quiet zone and sizing controls for print-risk reduction
Cons
  • –Limited admin controls and audit logging for regulated production rollouts
  • –No built-in REST API endpoint for server orchestration
Use scenarios
  • Web app developers

    Generate SVG DataMatrix in-browser

    Instant label previews

  • Backend automation teams

    Batch DataMatrix via Node.js

    Higher-throughput code creation

Show 1 more scenario
  • Print workflow engineers

    Tune module size for scanners

    More reliable scans

    It adjusts margins and module sizing to match scanning and print constraints.

Best for: Fits when teams need scriptable Data Matrix rendering inside web apps and local services.

#3

Zint Barcode Studio

SMB

Open source barcode generation software with Data Matrix support for desktop and command line use.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

COM connector integration on Windows plus command-line batch generation for serialized output pipelines.

Zint Barcode Studio provides Data Matrix encoding with practical controls such as ECC selection, sizing behavior, and quiet-zone handling for print workflows. It offers both SVG and EPS export for layout tools that prefer vector assets, and it can also emit raster images for systems that only accept bitmaps. GS1 DataMatrix encoding support includes application identifier construction using FNC1 where required. The automation surface includes command-line batch generation and integration options for Windows scripting via a COM connector.

A clear tradeoff is limited enterprise governance around user roles and audit logs compared with server-based barcode services. Zint fits best when teams need repeatable generation that runs on build servers, lab machines, or printer-ready steps without a dependency on an external API. A common usage pattern is batch-generating serialized content from a local dataset, exporting SVG for labels, and reusing the same config across releases.

Pros
  • +Command-line batch generation supports repeatable serialized workflows
  • +Exports include SVG and EPS for label layout pipelines
  • +GS1 DataMatrix encoding supports application identifiers with FNC1
  • +Windows COM connector supports local automation in existing apps
Cons
  • –No REST API endpoint for hosted integration patterns
  • –Workflow automation relies on local runs rather than job orchestration
Use scenarios
  • Manufacturing engineering teams

    Batch-generate Data Matrix for direct marking

    Fewer encoding inconsistencies in production

  • Label design coordinators

    Generate SVG for label artwork

    Cleaner print output across printers

Show 1 more scenario
  • Software automation engineers

    Serialize items through scripted generation

    Lower manual barcode prep time

    Automation runs produce large batches deterministically using command-line inputs.

Best for: Fits when teams need local, repeatable Data Matrix generation for print or label exports.

#4

Scanova

SMB

Barcode and QR platform that includes a Data Matrix generator with downloadable image output.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

Generation jobs can output both vector artwork and raster renders for the same symbol parameters.

Scanova’s core function is transforming structured input values into DataMatrix symbols with configurable parameters that control geometry and print suitability. Batch generation supports turning large datasets into consistent outputs, which reduces manual symbol authoring when many part IDs must be marked. Export options include SVG and EPS for vector pipelines and raster outputs for print workflows that require controlled pixel rendering.

Pros
  • +Batch generation supports high-volume symbol creation from datasets
  • +SVG and EPS exports fit vector-centric layout pipelines
  • +Generation settings reduce symbol variability across repeated jobs
  • +API enables programmatic barcode creation for automated workflows
Cons
  • –Template consistency requires coordination when multiple job types run
  • –Advanced print calibration steps still depend on downstream verification
Use scenarios
  • Manufacturing ops teams

    Direct part marking symbol batch runs

    Faster marking preparation

  • ERP integration engineers

    Programmatic barcode creation

    Less manual prepress

Show 2 more scenarios
  • Label production teams

    Vector label layout output

    Consistent artwork delivery

    Workflows pull SVG or EPS exports into template-driven label designs.

  • Compliance-focused quality teams

    Standardized encoding for IDs

    Reduced symbol drift

    Inputs are mapped into DataMatrix fields with repeatable settings for each SKU run.

Best for: Fits when manufacturing systems need automated DataMatrix generation and export for labeling and marking.

#5

Aspose.BarCode

API-first

Barcode generation and recognition toolkit with Data Matrix support across web apps and developer APIs.

8.1/10
Overall
Features8.1/10
Ease of Use8.0/10
Value8.2/10
Standout feature

Vector-first exports such as SVG and EPS from the same generation settings as raster output.

Aspose.BarCode generates Data Matrix barcodes via an API that supports repeatable configuration for module size, quiet zone, and rendering output.

Pros
  • +SVG and EPS export options for print-ready Data Matrix artifacts
  • +Code-driven generation supports consistent quiet zone and sizing control
  • +Batch generation workflows fit high-volume label rendering needs
  • +API usage fits server-side automation and pipeline integration
Cons
  • –Advanced DPM and calibration tuning requires careful parameter selection
  • –Governance and audit features are limited for barcode design approvals
  • –Template-driven label assembly needs external tooling beyond generation
  • –Direct ERP or MES connectors are not part of the core generator
Use scenarios
  • Operations and data teams

    Process stored image batches

    Faster extraction runs

  • Logistics and fulfillment teams

    Generate shipping label barcodes

    Consistent scan-ready labels

Show 2 more scenarios
  • Manufacturing and packaging teams

    Create product packaging codes

    Reliable package identifiers

    It outputs Data Matrix in vector formats for repeatable printed product identifiers.

  • Warehouse inventory developers

    Decode uploaded label images

    Structured barcode values

    It integrates barcode generation and configurable rendering for label image processing flows.

Best for: Fits when teams need automated Data Matrix rendering with vector exports for print workflows.

#6

Han-Soft Barcode Generator

desktop

Desktop barcode generation software that supports Data Matrix output across common image formats.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

COM automation for Data Matrix generation ties symbol rendering into existing Windows automation scripts.

Han-Soft Barcode Generator is a Windows barcode generation tool that produces Data Matrix symbols for labeling and document workflows. It focuses on parameter-driven symbol creation, including quiet-zone and module-size controls, plus export formats like SVG and EPS alongside raster output.

Pros
  • +GUI-driven Data Matrix parameter controls like quiet zone and module sizing
  • +Supports vector exports including SVG and EPS for label artwork pipelines
  • +Batch generation from input data lists to reduce manual symbol creation
  • +COM automation support for embedding generation in Windows-based workflows
Cons
  • –Limited coverage for modern API-first integration patterns like REST endpoints
  • –Data Matrix output tuning requires careful DPI and print-contrast calibration
Use scenarios
  • Label engineering teams

    Batch export DataMatrix for labels

    Repeatable label runs

  • Plant IT automation

    Generate codes via COM automation

    Lower manual re-entry

Show 1 more scenario
  • Document production teams

    Tune quiet zone for print contrast

    Fewer read failures

    It lets label workflows calibrate quiet zone and module size for consistent scanning.

Best for: Fits when Windows teams need batch Data Matrix generation and vector exports without building custom rendering services.

#7

Labeljoy

SMB

Label design software for Windows that supports Data Matrix barcode generation inside printable label layouts.

7.4/10
Overall
Features7.4/10
Ease of Use7.4/10
Value7.4/10
Standout feature

REST API plus COM connector enable both modern integrations and legacy script automation for the same barcode workflow.

Labeljoy generates Data Matrix barcodes from input data and renders label-ready outputs using configurable templates. Its core workflow centers on batch creation, with export options that support SVG and EPS output for print and design pipelines.

Pros
  • +SVG and EPS export supports vector-first label design workflows
  • +Batch generation fits recurring production runs with consistent layouts
  • +REST API supports automated Data Matrix generation in external systems
  • +COM connector supports legacy automation and script-driven label creation
Cons
  • –Template configuration can require iterative adjustments for tight print layouts
  • –Governance controls like RBAC and audit logs are not clear in product documentation
Use scenarios
  • Technical operations teams

    Produce wire and component labels

    Consistent label batches

  • Warehouse inventory teams

    Create inventory labels from item data

    Less manual data entry

Show 2 more scenarios
  • Media production teams

    Generate disc labels with DataMatrix

    Aligned disc label layouts

    It lays out disc artwork and barcodes with consistent serial values for repeated runs.

  • Facilities property teams

    Batch serialized key tag labels

    Traceable key tag batches

    It creates Data Matrix tags by combining names, locations, sequential values, and barcodes.

Best for: Fits when teams need batch Data Matrix generation with vector export and automation via API or COM.

#8

OnBarcode

API-first

Barcode generation components and libraries with Data Matrix support for multiple programming environments.

7.3/10
Overall
Features7.3/10
Ease of Use7.3/10
Value7.3/10
Standout feature

Batch creation plus vector exports as a direct deliverable for print-ready label layouts.

OnBarcode generates Data Matrix codes with a browser-based workflow focused on rapid label and asset tagging. It provides export outputs for common print and digital pipelines, including vector formats for layout control.

Pros
  • +Batch generation supports producing many Data Matrix codes consistently
  • +Vector export supports SVG and EPS workflows for layout precision
  • +Configurable quiet zone and module sizing improves print fit
  • +Downloadable outputs reduce dependency on custom rendering
Cons
  • –Limited automation surfaces compared with SDK-driven generators
  • –Fewer enterprise-style governance controls for multi-team operation
  • –Advanced standards configuration is less granular than developer SDKs
  • –No documented integration pattern for MES or ERP posting
Use scenarios
  • Small labeling teams

    Generate codes from spreadsheets

    Bulk serial output

  • Asset tagging coordinators

    Export ready-to-print code sets

    Faster production handoff

Show 1 more scenario
  • Front-end operators

    Preview DataMatrix outputs in browser

    Quicker iteration cycles

    It uses a browser workflow with consistent generation settings for rapid visual iteration.

Best for: Fits when teams need fast Data Matrix generation and vector exports without deep integration work.

#9

Barcode Generator by IDAutomation

API-first

Barcode generation software, fonts, and components that include Data Matrix for print and application embedding.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

REST API endpoint generation plus vector exports for automated batch output into label production systems.

Barcode Generator by IDAutomation is a data matrix generator focused on producing ISO/IEC 16022 compliant symbols with practical export formats for print and digital workflows. It provides a configurable generation workflow that supports data formatting needs such as FNC1 handling for GS1 DataMatrix usage and outputs common file types like SVG and EPS.

Pros
  • +Exports generate SVG and EPS for print-ready label pipelines.
  • +API access supports automated batch symbol creation in production systems.
  • +FNC1 handling supports GS1 DataMatrix formatting requirements.
  • +Quiet zone and sizing controls help maintain scan contrast at scale.
Cons
  • –Batch workflows require external scripting to manage end-to-end templates.
  • –Automation integrations can depend on COM or API setup discipline.
  • –Vector tuning still requires DPI calibration when rasterizing outputs.
  • –Limited governance controls for teams managing shared generation settings.
Use scenarios
  • GS1 compliance teams

    Generate DataMatrix with FNC1

    Standards-aligned barcodes

  • Label production automation teams

    Batch export consistent scan-ready files

    Lower scan failure rates

Show 2 more scenarios
  • Integration engineers

    Automate generation via API calls

    Fewer manual production steps

    It offers COM connector and REST API support for embedding barcode creation into label pipelines.

  • Print and design teams

    Export SVG and EPS for layouts

    Sharper printed artwork

    It outputs vector formats for downstream design workflows that preserve crisp symbol edges.

Best for: Fits when print workflows need repeatable DataMatrix exports with API automation and GS1 formatting.

#10

Barcode Bakery

API-first

Web-based and developer barcode generator service with Data Matrix support for image and document outputs.

6.6/10
Overall
Features6.6/10
Ease of Use6.5/10
Value6.7/10
Standout feature

Vector exports as SVG and EPS with print-oriented sizing controls for quiet zone and module size.

Barcode Bakery generates Data Matrix codes with a focus on label-friendly output formats like SVG and EPS, plus raster exports for print workflows. It supports configurable parameters such as quiet zone and module sizing so layout and scanner readability can be tuned for different media.

Pros
  • +Exports Data Matrix as SVG and EPS for vector-first label designs
  • +Configurable quiet zone and module size for scanner read tuning
  • +Batch generation fits serial and SKU lists without manual repetition
  • +Includes raster exports for direct print pipelines
Cons
  • –No documented REST API endpoint limits system-to-system automation depth
  • –No explicit UID compliance and AIM DPM quality grading controls surfaced in workflow
  • –Label template integration appears lighter than ERP or MES-style connectors
  • –Throughput controls for very large batch runs are not clearly exposed
Use scenarios
  • SKU labeling teams

    Batch DataMatrix from serial lists

    More efficient label production

  • Print operations teams

    Export SVG and EPS for production

    Consistent production outputs

Show 2 more scenarios
  • Warehouse teams

    Tune quiet zone for media types

    Better scan reliability

    It adjusts quiet zone and module sizing so barcode readability matches the target label stock.

  • Command-line workflow teams

    Generate barcodes through command-style jobs

    Streamlined batch generation

    It uses a command-oriented generation workflow suited to job-based batch processing.

Best for: Fits when teams need production-ready Data Matrix files for labels and can operate without API-driven generation.

Conclusion

After evaluating 10 data matrix generator software, TEC-IT Barcode Generator stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
TEC-IT Barcode Generator

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Data Matrix Generator Software

Which tools support REST API endpoint generation for batch Data Matrix creation?
Barcode Generator by IDAutomation exposes a REST API endpoint for programmatic Data Matrix generation into vector outputs like SVG and EPS. Labeljoy also provides a REST API surface plus a COM connector, which supports parallel automation patterns for the same symbol workflow.
How do COM connector workflows differ between Zint Barcode Studio and Han-Soft Barcode Generator?
Zint Barcode Studio includes a COM connector for Windows automation and pairs it with command-line driven batch runs. Han-Soft Barcode Generator also supports COM automation, but its emphasis is parameter-driven symbol creation with quiet-zone and module-size controls exposed through Windows-centric calling patterns.
Which generator fits web and Node.js environments without a separate backend service?
bwip-js generates Data Matrix codes directly in a browser or on Node.js using JavaScript inputs. Aspose.BarCode fits developer services that already use a document export API, but bwip-js keeps encoding and SVG or raster rendering in one scriptable path.
How does vector output control in Dynamsoft compare with Aspose.BarCode for print artwork?
Aspose.BarCode supports vector-first exports like SVG and EPS generated from the same configuration as raster output, which helps keep module geometry consistent across formats. Scanova can output both vector artwork and raster renders for the same symbol parameters, which supports reusing the same generation job for label artwork and print-ready bitmaps.
What breaks if a Data Matrix payload needs GS1 FNC1 handling but the tool only supports plain text?
TEC-IT Barcode Software applies rule-based GS1 payload handling with application identifier mapping and controlled FNC1 placement. Barcode Generator by IDAutomation also supports FNC1 handling for GS1 DataMatrix usage, while tools that only accept plain text formatting can produce symbols that do not encode GS1 application identifiers correctly.
When teams require serialization-style batch generation from spreadsheet-like input, which tools map better to the workflow?
OnBarcode supports batch creation from spreadsheet-style inputs so serialized codes can be generated with consistent matrix parameters. Barcode Bakery also supports batch generation, but it delivers automation through a command-style workflow rather than an API-first integration path.
How do local batch automation approaches differ between Zint Barcode Studio and Barcode Bakery?
Zint Barcode Studio runs automated batch jobs via command-line execution and can be extended through its COM connector on Windows. Barcode Bakery runs a command-style workflow for batch production, which limits the integration depth compared with SDK-first generators that expose explicit programmatic endpoints.
Which tools support both SVG and EPS outputs for the same generation settings?
Aspose.BarCode can export SVG and EPS alongside raster targets from the same barcode configuration settings. Barcode Generator by IDAutomation also provides SVG and EPS vector exports, and it pairs those outputs with its REST API endpoint for programmatic batch creation.
Where does extensibility fall short when integration needs move beyond documented endpoints?
Barcode Bakery provides automation through a command-style workflow rather than a documented REST API surface, which narrows extensibility for systems that need endpoint-level provisioning. Zint Barcode Studio can cover multiple automation models with command-line batch runs and a COM connector, which supports extensibility in Windows-native environments.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Data Matrix Generator Software

We see options split on how reliably the generator creates Data Matrix codes that match your target print and scan conditions. The biggest differences show up in data formatting, error correction behavior, and output quality controls like print-ready export.

Input encoding and character handling

Why it matters

Input encoding and character handling decide whether your text becomes the exact bytes you expect, especially with special characters and mixed content. When it’s off, scanners may still read some codes but fail on the next batch.

How to check

Try generating codes from your real sample strings, including separators, symbols, and line breaks. Compare the decoded output (from any reader or demo page) back to your original text.

Error correction configuration behavior

Why it matters

Error correction behavior affects readability margins when labels get smudged or partially damaged. If the tool overrides your intent, you’ll see inconsistent scan rates.

How to check

In a demo, generate the same payload with the tool’s available error-correction choices or settings. Use a consistent viewer/reader workflow to see whether the symbol changes and whether decoding stays stable.

Symbol sizing and quiet area control

Why it matters

Symbol sizing and quiet area control influence how the code lands on a label and how much whitespace scanners require. This matters because small layout differences can shift scan success.

How to check

Set a fixed payload and generate codes at the available size options, including any margins or whitespace settings. Export, place on a test label canvas, and verify the code remains readable at the target physical size.

Print-ready export formats

Why it matters

Print-ready export formats determine whether your labels survive conversion through your design tool or print pipeline. The right export keeps edges crisp so the symbol doesn’t degrade before printing.

How to check

Generate one code and export it in each supported format the tool offers. Place the output into your usual design workflow (or an included preview) and zoom in to confirm the symbol edges stay sharp.

Batch generation and variable inputs

Why it matters

Batch generation and variable inputs reduce rework when you need many codes from a changing list. When batching is weak, teams end up editing artifacts manually.

How to check

Create a small list of 20–50 payloads with different lengths. Run the tool’s bulk workflow and confirm each output decodes correctly and stays within the expected size rules.

Readability guidance from preview or metrics

Why it matters

Readability guidance from preview or metrics helps you adjust before printing, not after. Tools that expose useful guidance prevent wasted label runs.

How to check

Look for any preview indicators tied to scan/read expectations and use them to compare two setting variants. Export both and validate with your normal scan workflow.

Red flags

  • Special characters decode differently than your source strings.
  • Exports look fine in the app but degrade after label workflow placement.
  • Size and margin options are missing or ignored during export.

Fit by situation

  • If you generate labels from messy real-world text, prioritize input encoding and character handling.
  • If your labels are exposed to wear or partial damage, prioritize error correction configuration behavior.
  • If you must hand off artwork to a print pipeline, prioritize print-ready export formats.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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