
GITNUXSOFTWARE ADVICE
Data Science AnalyticsTop 10 Best Ddp Software of 2026
Top 10 ddp software ranking for data teams, comparing Databricks, Snowflake, and BigQuery with Vertex, Avalara, and Shopify Markets.
How we ranked these tools
Core product claims cross-referenced against official documentation, changelogs, and independent technical reviews.
Analyzed video reviews and hundreds of written evaluations to capture real-world user experiences with each tool.
AI persona simulations modeled how different user types would experience each tool across common use cases and workflows.
Final rankings reviewed and approved by our editorial team with authority to override AI-generated scores based on domain expertise.
Score: Features 40% · Ease 30% · Value 30%
Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy
Vertex is the strongest DDP choice for document teams that need configurable extraction plus review-driven governance at scale, while Shopify Markets fits best when market selection must drive localized order documents into external systems, and if you’re watching budget, Zonos is a cheaper entry when you want repeatable extraction with review gates and API-driven outputs.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Vertex
Human-in-the-loop checkpoints integrate directly into workflow routing so exceptions get reviewed before repository writes.
Built for fits when document teams need configurable extraction plus review-driven governance at scale..
Avalara
Editor pickExtraction outputs are designed to feed tax determination and compliance submissions through its integration APIs.
Built for fits when finance and compliance teams digitize invoices and drive tax events from extracted fields..
Shopify Markets
Editor pickShopify Markets ties localization settings to customer market selection to control downstream document outputs.
Built for fits when market selection must drive localized order documents in external systems..
Comparison Table
Vertex
enterpriseIndirect tax determination software covering international customs duties and landed cost.
Human-in-the-loop checkpoints integrate directly into workflow routing so exceptions get reviewed before repository writes.
Vertex organizes document processing as a workflow that combines ingestion, OCR or text extraction, document separation, and field extraction into a single execution path. Template-based and model-based extraction can be combined so stable layouts use templates while variable layouts fall back to learned extraction. Rule routing can then direct extracted fields to validation screens or to automated indexing and repository writes.
A key tradeoff appears in hybrid setups. Teams that mix templates and machine-learning extraction need governance around confidence thresholds and review coverage to avoid silent field drift. Vertex fits teams that require human-in-the-loop validation for exceptions while still running high-throughput batch ingestion for routine document types.
- +Workflow routing connects extraction outputs to validation and indexing steps
- +Hybrid extraction supports templates plus learned field extraction paths
- +API-based ingestion enables batch document processing orchestration
- +Role-based access and processing history support controlled operations
- –Confidence threshold governance is required when mixing automated and reviewed fields
- –Advanced extraction quality depends on structured configuration and labeling effort
- –Complex routing rules can add maintenance overhead over time
- –Deep integration with every content repository may require custom mapping work
Accounts payable teams
Extract invoices and route exceptions
Fewer posting errors
Insurance operations
Classify forms and index claims
Faster claims intake
Show 2 more scenarios
Records management teams
Process retention-bound document batches
Clearer audit readiness
Vertex keeps a processing history tied to controlled access so audit trails remain consistent across runs.
Enterprise content teams
Ingest PDFs and enrich metadata
More accurate search
Vertex runs batch capture and field extraction, then pushes standardized metadata into content workflows.
Best for: Fits when document teams need configurable extraction plus review-driven governance at scale.
Avalara
enterpriseCloud-based tax compliance automation covering cross-border duty and tax calculations.
Extraction outputs are designed to feed tax determination and compliance submissions through its integration APIs.
Avalara’s ddp workflow centers on converting business documents into structured fields that feed tax determination and compliance processes through its integration surface. Document handling emphasizes extraction accuracy for invoice and related forms, then maps extracted values into tax-relevant attributes for ERP and system-of-record updates. The operational model relies on configurable connectors and API interactions instead of point-and-click document pipelines. Governance and traceability are oriented around compliance actions and processing events rather than generic content management.
A key tradeoff is that document processing depth is strongest for tax and compliance document patterns and weaker for arbitrary back-office capture without tax context. Avalara fits teams digitizing invoice flows that must stay synchronized with tax rules and downstream ERP updates. It is a better match when automation needs map extracted fields directly into tax events, rather than when the main requirement is document repository, versioning, and document-centric collaboration.
- +API-driven extraction-to-tax flow reduces custom mapping work
- +Audit trail around compliance actions supports operational review
- +ERP-focused ingestion supports document processing in finance operations
- +Configurable routing supports consistent handling across document types
- –Document capture configuration is tighter around tax document patterns
- –Advanced workflow customization depends on integration effort
- –Full document lifecycle management is less central than compliance processing
- –Human-in-the-loop validation flows can add operational overhead
Revenue operations teams
Invoice intake feeding tax calculation
Faster, more consistent tax outcomes
Accounts payable teams
Scanned invoice routing to ERP
Reduced manual invoice rework
Show 1 more scenario
Compliance operations teams
Audit-ready records for submissions
Lower audit effort
Maintains traceability for document-driven compliance actions across processing steps.
Best for: Fits when finance and compliance teams digitize invoices and drive tax events from extracted fields.
Shopify Markets
SMBShopify Markets manages international markets, localized checkout, and supported duty and import-tax collection.
Shopify Markets ties localization settings to customer market selection to control downstream document outputs.
Shopify Markets configures multiple storefront experiences from a single Shopify admin, which helps coordinate localization changes across web, checkout exposure, and market selection behavior. The solution integrates with Shopify’s broader app ecosystem, letting teams connect external document workflows through standard Shopify integrations and webhooks. It supports operational governance through role-based access in Shopify admin and audit logging for admin actions, which matters for controlled publishing of market changes. The automation surface is tied to Shopify events and app workflows, not to document ingestion pipelines.
A key tradeoff is that Shopify Markets does not provide OCR, classification, or extraction components for digitizing scanned documents. It fits when cross-border document outputs depend on market selection and customer locale, such as generating localized order documents and routing them to downstream fulfillment, finance, or customer service. It is less suitable when the primary requirement is high-throughput document capture, indexing, and extraction with template or model-driven rules.
- +Market routing and storefront localization managed from a single Shopify admin
- +App ecosystem integration enables event-driven connections for document outputs
- +RBAC controls and admin audit trails support change governance
- +Market-specific currency and language reduce downstream translation mapping
- –No native OCR, document classification, or extraction workflows
- –Document lifecycle controls are indirect and depend on external systems
- –Automation is limited to Shopify event triggers rather than capture pipelines
- –Complex multi-country document variations require custom integration logic
E-commerce operations teams
Localize checkout-facing documents per destination market
Fewer incorrect customer documents
Revenue operations analysts
Reconcile orders using market-aware identifiers
Cleaner reconciliation by country
Show 2 more scenarios
Customer support teams
Serve locale-specific invoices and confirmations
Lower support handling time
Market-based language and currency reduce manual routing for customer document delivery.
Systems integration engineers
Webhook-driven document workflow orchestration
Automated document handoffs
Shopify events trigger external services that assemble and store market-specific documents.
Best for: Fits when market selection must drive localized order documents in external systems.
Easyship
SMBEasyship compares international carriers and supports duties, taxes, and DDP shipment workflows.
Automated customs paperwork generation driven by shipment inputs and rules, tied directly into Easyship label and fulfillment steps.
Easyship provides DDP operations tooling that centers on automated international shipping documentation selection, carrier label handling, and duties or taxes flows. It integrates address, parcel, and shipment data into its checkout and API workflows so teams can generate customs paperwork without rebuilding business logic for each lane.
Configuration focuses on shipping rules, service mapping, and compliance document generation inputs that align with how operations teams actually ship orders. For data teams, the practical surface is an API and workflow configuration that can be tied into order systems to drive consistent document output across batches.
- +API-oriented shipment and customs workflows support programmatic document generation
- +Rules-based configuration reduces per-lane operational branching in shipping operations
- +Document handling aligns with end-to-end shipping tasks across international orders
- +Operational workflows are designed to run with order and fulfillment data
- –Governance controls for document edits are less transparent than in data-first DDP systems
- –Lane coverage may require manual tuning of customs fields for edge-case items
Best for: Fits when mid-market teams need DDP document automation with an API-driven shipment workflow.
Zonos
enterpriseZonos calculates landed costs and supports duty-paid international checkout and shipping.
Human-in-the-loop validation tied to workflow confidence and routing controls the exception path per field.
Zonos performs document and data extraction workflows that route captured documents through configurable processing steps. Zonos focuses on template-driven extraction, document separation, and human review to handle fields that need validation.
The product provides an API for ingesting document batches and retrieving structured outputs for downstream systems. Zonos also supports orchestration patterns for recurring document types where rules and review steps need to stay consistent across runs.
- +Configurable extraction steps keep document-class logic consistent across runs
- +API-based batch ingestion and results retrieval support automated downstream pipelines
- +Human review routing handles low-confidence fields without discarding work
- +Document separation reduces cross-page contamination in multi-document batches
- –Template and workflow configuration requires governance for shared teams
- –Less suited for unstructured, ad hoc documents without predefined patterns
- –Advanced automation depends on integrating external systems for full lifecycle actions
- –Throughput can be constrained by review steps when exceptions are frequent
Best for: Fits when data teams need repeatable extraction workflows with review gates and API-driven outputs.
Global-e
enterpriseGlobal-e localizes international ecommerce checkout, pricing, duties, taxes, and fulfillment.
Destination-aware import and duties workflow orchestration tied to live order context and configurable market rules.
Global-e is a DDP software solution focused on global checkout workflows and localization operations rather than scanning and extraction. It routes orders through destination-aware tax, duties, and import steps while managing customer-facing delivery and payment display logic.
For data teams, its value shows up in how it connects order, address, and fulfillment signals to downstream commerce operations via APIs and configurable rules. The system also provides operational controls for commerce and compliance handoffs across markets.
- +Market-aware order processing for duties, taxes, and import steps
- +Configurable rules that map destination and product context to outcomes
- +API-based integration points for address and order lifecycle signals
- +Operational controls support cross-market commerce and compliance handoffs
- –Document processing and OCR workflows are out of scope for DDP coverage
- –Integration requires careful governance of address normalization and mapping rules
Best for: Fits when commerce teams need destination-aware duties and tax handling with API-driven control.
ESW
enterpriseESW operates cross-border ecommerce infrastructure for international checkout, tax, duties, and delivery.
Human-in-the-loop exception review workflow that routes low-confidence cases back into validation and publishing control.
ESW focuses on batch document digitization workflows tied to enterprise capture requirements, not just generic OCR. The product supports API-based ingestion for documents and metadata, then applies configurable extraction and validation steps before results land in downstream systems.
ESW also emphasizes human-in-the-loop review to handle exceptions that automated extraction cannot classify reliably. Built for governed operations, ESW can maintain traceability from ingestion through validation and publishing to records and content repositories.
- +API-based ingestion supports automating high-volume capture pipelines
- +Human-in-the-loop validation helps manage low-confidence extraction cases
- +Configurable extraction rules reduce reliance on one-size-fits-all models
- +Traceability from ingestion to validated output improves operational auditing
- –Workflow configuration requires governance discipline to avoid inconsistent outputs
- –Advanced document separation and indexing capabilities may need careful tuning per document set
Best for: Fits when teams need governed document digitization with exception handling and API-driven integration into enterprise repositories.
Sovos
enterpriseGlobal tax compliance and e-invoicing platform with international duty calculation.
Compliance workflow orchestration that ties document handling states to regulatory processing and audit requirements.
Sovos positions its DDP software around compliance-driven document workflows, with strong emphasis on tax and regulatory document processing. The solution connects document capture and ingestion to rules for classification and downstream handling in enterprise systems.
Sovos provides an integration surface for exchanging extracted fields and processing status with other applications, rather than relying only on manual review. Governance controls like audit trails and role-based access support traceability across multi-step processing.
- +Compliance-oriented document workflows with traceable processing states
- +API-centered integration for moving extracted data and status to systems
- +Role-based access and audit trails for regulated document handling
- +Configurable document intake handling for high-volume batch processing
- –Workflow configuration tends to require tighter governance than basic DDP tools
- –OCR quality and extraction accuracy can depend on document templates and document variety
- –Deep ERP and content repository integrations can increase project scope
- –Human review steps add operational overhead for exception-heavy inputs
Best for: Fits when regulated document processing needs end-to-end traceability and API-driven handoffs between systems.
Descartes
enterpriseGlobal logistics and customs compliance platform with duty management solutions.
Routing and validation workflows that blend automated extraction with document-type-specific handling and review steps.
Descartes runs digital document processing workflows that ingest documents, separate content, and extract fields for downstream systems. It focuses on configurable capture and classification steps that can route documents to different processing paths based on document attributes.
The solution provides API-based ingestion and programmatic access to extraction results so data platforms and record systems can consume outputs without manual export cycles. Administration centers on workflow configuration, user access control, and operational visibility into processing runs and errors.
- +API-first ingestion supports programmatic document submission and result retrieval
- +Configurable routing lets teams apply different extraction logic per document type
- +Processing logs make it easier to diagnose extraction failures and retries
- +Human validation steps fit review-heavy compliance workflows
- –Template and workflow setup takes governance discipline to avoid drift
- –Deep ERP mapping work often requires custom integration logic outside core extraction
Best for: Fits when document intake, classification, and extraction must be orchestrated with API-controlled outputs.
FlavorCloud
vertical specialistFlavorCloud provides cross-border commerce, international shipping, and duty-paid delivery capabilities.
Field mapping and review workflow tuned for structured extraction from ingredient or flavor documentation before committing records.
FlavorCloud targets teams that need document capture workflows tied to ingredient or flavor sourcing information across multiple suppliers. The system centers on extracting structured fields from document images and PDFs, then mapping those fields into a review and storage workflow.
It supports human validation steps to correct extraction errors before committing results downstream. FlavorCloud also provides an interface for searching and retrieving previously processed documents using extracted metadata.
- +Human-in-the-loop review helps correct extraction output before export
- +Metadata-driven retrieval supports faster re-finding of prior documents
- +Field mapping turns unstructured supplier documents into repeatable records
- +Document workflow reduces variation between similar submissions
- –Automation depends on predictable document layouts and consistent inputs
- –Integration options can lag teams that need deeper DDP orchestration controls
- –Custom extraction logic is limited when documents deviate from templates
- –Governance controls are thin for multi-team separation and traceability
Best for: Fits when teams need template-aligned extraction and curated human review for supplier documents.
Conclusion
After evaluating 10 data science analytics, Vertex 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.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right ddp software
This buyer’s guide narrows DDP software decisions to ten tools that cover extraction workflows, human review gates, and API-driven document handoffs across shipping, compliance, and commerce operations.
Coverage spans Vertex, Avalara, Shopify Markets, Easyship, Zonos, Global-e, ESW, Sovos, Descartes, and FlavorCloud so data teams can compare how each system routes exceptions, produces structured outputs, and integrates into downstream repositories.
DDP software for governed document digitization, extraction, and API-driven routing
DDP software turns scanned or digital documents into structured fields and enriched artifacts using configured extraction steps, then routes results into validation and publishing controls.
Vertex and Zonos represent the extract-then-review pattern where confidence-based routing sends low-confidence fields into human-in-the-loop checkpoints before outputs are written into downstream targets.
The category also splits by workflow intent, since Avalara focuses extracted invoice and tax fields into compliance submissions through its integration APIs while Sovos concentrates compliance workflow orchestration with traceable handling states and API-centered handoffs.
DDP evaluation checklist for extraction routing, validation, and API handoffs
DDP software earns selection when extraction results can be routed into governed validation paths and then handed off to downstream repositories through documented integration interfaces. The main differentiator across Vertex, Zonos, ESW, and others is how the exception path is managed when confidence is low.
Teams also need a clear boundary between capture and orchestration. Avalara and Sovos concentrate on compliance and state handling around extracted outcomes, while Shopify Markets and Easyship concentrate on commerce and shipping workflow triggers rather than DDP-first digitization coverage.
Human-in-the-loop gating tied to routing decisions
Vertex routes low-confidence exceptions into review steps before repository writes, with routing integrated into workflow steps. Zonos and ESW also use human-in-the-loop validation to control the exception path, but Vertex is framed around review-driven governance tied directly to downstream publishing.
API-driven extraction to downstream actions
Avalara is built to turn extracted invoice and tax fields into tax determination and compliance submissions through its integration APIs. Sovos also uses API-centered integration, but it organizes the process around compliance workflow orchestration and traceable processing states.
Destination or market-aware document processing
Global-e orchestrates destination-aware duties and tax handling using live order context and configurable market rules. Shopify Markets ties localization settings to customer market selection so downstream order documents are localized from a single Shopify admin.
Automation for regulated customs and trade documents
Easyship generates automated customs paperwork from shipment inputs and rules and ties it into label and fulfillment steps through API-oriented shipment workflows. Sovos focuses more on compliance state traceability and workflow orchestration than customs generation logic embedded in fulfillment steps.
Document-type-specific orchestration and validation
Descartes blends automated extraction with document-type-specific handling and review steps, with configurable routing per document type. ESW similarly routes low-confidence cases into a validation workflow, but its focus is on governed document digitization with exception handling for API-driven repository integration.
Template-aligned structured extraction with controlled export
FlavorCloud uses field mapping and a review workflow tuned for structured extraction from ingredient or flavor documentation before export. Vertex supports templates plus learned field extraction paths, but it emphasizes governance on mixed automated and reviewed fields rather than supplier layout alignment.
How to choose DDP software by governance depth, workflow intent, and integration surface
Start with workflow intent, because the strongest match depends on whether the system is organized around document digitization with review gates, compliance state orchestration, or commerce-driven localization and shipping automation. Vertex and Zonos follow an extract-then-review pattern where confidence-based routing decides what gets reviewed before publishing.
Next, validate integration and governance depth using automation touchpoints. Avalara and Sovos are oriented around API-driven handoffs into compliance systems, while Descartes and ESW stress API-first ingestion and governed output publishing with document-type routing or exception review.
Map your exception behavior to the product’s review and routing model
If low-confidence extraction must route per field into human checkpoints before any repository writes, Vertex is the most directly aligned option since routing connects extraction outputs to validation and indexing steps. If review gates need confidence-based exception paths at the step level across runs, Zonos and ESW provide repeatable review-gated workflows with API-driven outputs.
Pick the workflow center of gravity: compliance state, customs automation, or routing-first extraction
If document handling needs end-to-end traceability tied to regulatory processing states, Sovos is the tighter fit because it ties handling states to compliance workflow orchestration with audit-focused traceability. If the main objective is invoice and tax field extraction feeding compliance submissions, Avalara concentrates the extraction-to-tax flow through integration APIs. If the focus is document intake with classification and extraction orchestration, Descartes concentrates routing and validation workflows around document-type-specific handling.
Align market and destination logic with where localization decisions are made
Choose Global-e when duties and taxes depend on destination-aware orchestration tied to live order context and configurable market rules. Choose Shopify Markets when localization settings must be tied to customer market selection and managed from a single Shopify admin so downstream documents are localized from the storefront context.
Confirm what is in scope for DDP versus out of scope workflow coverage
If DDP coverage must include OCR, classification, and extraction workflows, Shopify Markets is constrained because it has no native OCR, classification, or extraction workflows and relies on external systems for lifecycle controls. If governance for document edits is acceptable as less transparent and customs fields can require tuning for edge cases, Easyship is a practical fit because governance controls for edits are less visible than in data-first DDP systems.
Test configuration governance against shared-team operation
If multiple users share routing and extraction configuration, Vertex and Zonos both require governance discipline because advanced extraction quality depends on structured configuration and labeling effort or because template and workflow configuration needs governance for shared teams. If the documents are highly patterned supplier artifacts with predictable layouts, FlavorCloud’s template-aligned structured extraction and curated human review can reduce variance before export.
Who should buy which DDP software based on document workflow reality
DDP programs with repeated OCR and extraction variance benefit most from tools that attach review gates to confidence routing and then publish structured outputs through APIs. That pattern shows up in Vertex, Zonos, and ESW, where exception handling is part of the workflow rather than a separate manual task.
Teams in compliance and tax processing also need stronger coupling between extracted fields and downstream submissions. Avalara and Sovos target that coupling with API-driven compliance actions and traceable processing states.
Data teams building repeatable extraction pipelines with field-level exception routing
Vertex and Zonos provide configurable extraction steps with human-in-the-loop validation tied to routing controls so exceptions are reviewed before repository writes or downstream consumption.
Finance and compliance teams digitizing invoices and driving tax events from extracted fields
Avalara is built to feed tax determination and compliance submissions from extraction outputs through integration APIs, with audit trail support around compliance actions.
Commerce teams that must localize order documents based on customer market selection
Shopify Markets ties localization settings to customer market selection inside Shopify admin so downstream localized order documents are driven from storefront context.
Regulated operations teams that need traceable document handling states across systems
Sovos organizes workflow orchestration around compliance handling states with traceable processing and API-centered handoffs.
Shipping and trade operations teams automating customs paperwork during fulfillment
Easyship generates automated customs paperwork from shipment inputs and rules and ties the result into label and fulfillment steps through API-oriented shipment workflow automation.
Common DDP purchasing mistakes that break extraction governance and integration
Many failures come from choosing a tool for the wrong workflow center of gravity or from underestimating configuration governance load. Another frequent issue is assuming that a commerce or customs-focused platform includes full DDP coverage like OCR and extraction workflows.
The result is teams that cannot trace how fields moved from document capture into validated, published outputs or cannot reliably map extraction results into downstream actions.
Assuming exception review exists without verifying where in the workflow it blocks publishing
Vertex routes low-confidence exceptions into review before repository writes, so validation is a gate on publishing. Zonos and ESW also route low-confidence cases for review, so teams should map the exact step where outputs become eligible for indexing or repository ingestion.
Choosing a commerce or shipping workflow tool when native DDP OCR and extraction workflows are required
Shopify Markets has no native OCR, document classification, or extraction workflows, so lifecycle controls depend on external systems. Easyship focuses on customs paperwork generation tied to shipment inputs, so it does not replace DDP-first digitization and extraction workflows.
Overestimating how much downstream compliance mapping is handled without integration work
Avalara reduces custom mapping effort by using an extraction-to-tax API flow, but teams still must integrate to reach compliance submissions. Descartes can orchestrate document intake and routing with API-controlled outputs, but deep ERP mapping work often requires custom integration logic outside core extraction.
Configuring extraction templates without planning governance for shared teams and configuration drift
Vertex and Zonos both require structured configuration and labeling governance when mixing automated and reviewed fields or when multiple users share template logic. ESW also needs governance discipline to avoid inconsistent outputs, so teams should define ownership for routing and workflow configuration.
Ignoring the destination and market logic layer that drives duties, taxes, and localized outputs
Global-e ties destination-aware duties and tax handling to live order context and configurable market rules, so ignoring address normalization and mapping rules can derail outcomes. Shopify Markets ties localization to customer market selection in Shopify admin, so mismatched market selection logic can create incorrect localized document outputs downstream.
How We Selected and Ranked These Tools
We evaluated Vertex, Avalara, Shopify Markets, Easyship, Zonos, Global-e, ESW, Sovos, Descartes, and FlavorCloud across extraction workflow fit, exception routing governance, and API-driven handoffs. Features accounted for 40% of scoring because workflow routing and validation steps determine whether extracted fields become publishable outputs.
Ease and value each accounted for 30% because teams need predictable configuration paths and practical integration effort. Vertex set the pace at the top due to human-in-the-loop checkpoints integrated directly into workflow routing so exceptions get reviewed before repository writes while hybrid extraction supports templates plus learned extraction paths.
Frequently Asked Questions About ddp software
How do Databricks, Snowflake, and BigQuery teams typically integrate ddp outputs from Vertex, Descartes, or Zonos?
Which ddp tools support human-in-the-loop validation for low-confidence extraction cases?
When does a configured template approach work better than machine-learning extraction patterns in ddp workflows?
What breaks if audit traceability and audit-friendly processing histories are missing in regulated ddp use cases?
Which ddp tools provide administration controls for access control and configuration governance?
How does data migration differ between Vertex, Sovos, and Descartes when moving from legacy document processing into API-first workflows?
What integration surface works best for API-based ingestion when document teams run batch scanning and document separation at scale?
Which tool fits a compliance-driven document lifecycle where classification outputs must drive downstream processing status?
Where does FlavorCloud fall short compared with Vertex or Zonos when document extraction needs broad routing across many document types?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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