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Education LearningTop 10 Best Student Data Management System Software of 2026
Top 10 Student Data Management System Software ranked for schools. Comparison covers PowerSchool, Instructure SIS, Clever features and tradeoffs.
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%
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Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
PowerSchool
Roster and grade workflow integration using PowerSchool APIs for automated student data synchronization.
Built for fits when districts need governed student data workflows with API-based integrations across multiple schools..
Instructure SIS
Editor pickRBAC plus workflow configuration for controlled provisioning and data edits across enrollment and roster records.
Built for fits when districts need controlled SIS-to-LMS provisioning with API-backed automation and RBAC governance..
Clever
Editor pickClever API and webhooks support roster synchronization and app provisioning events with configurable attribute mapping.
Built for fits when districts need automated roster and identity provisioning to many education apps, with controlled access and audit logs..
Related reading
Comparison Table
This comparison table maps student data management and SIS software across integration depth, data model design, automation and API surface, and admin governance controls such as RBAC and audit log coverage. It summarizes how each platform handles provisioning, configuration options, extensibility, and data schema alignment for roster, enrollment, and assessment workflows. The goal is to make tradeoffs visible for district integrations that require consistent throughput and controlled access paths.
PowerSchool
SISStudent information system workflows for enrollment, demographics, schedules, grades, attendance, and academic records with administrative configuration, role-based access, and integration surfaces for district systems.
Roster and grade workflow integration using PowerSchool APIs for automated student data synchronization.
PowerSchool’s data model covers core student entities like students, enrollments, schools, courses, grades, and attendance, with structured relationships between records. Integration and automation rely on an API surface designed for data synchronization and workflow triggers, including roster and grade reporting flows. Extensibility comes through configuration of fields and business rules that map district processes into a consistent schema.
A tradeoff appears when districts need highly customized logic that goes beyond supported workflow patterns, because changes often require careful configuration design and may slow release cycles. PowerSchool fits settings where throughput matters during daily operational updates like enrollment changes, attendance capture, and grade posting across multiple schools.
- +Strong student record data model with clear entity relationships
- +API supports data exchange for enrollment, roster, and grading integrations
- +Role-based access supports governance across administrators and schools
- +Audit-friendly change tracking supports operational oversight
- –Complex configuration can increase admin effort during process changes
- –Highly custom workflows may require careful automation design and testing
District operations teams
Automated enrollment and roster updates
Reduced manual roster maintenance
Assessment and curriculum teams
Grade and assessment reporting automation
Faster grade posting cycles
Show 2 more scenarios
IT and integration teams
System-to-system student data exchange
Lower integration drift
APIs enable controlled data sync between student information, learning tools, and analytics systems.
School administrators
RBAC-controlled access for staff
Tighter access governance
RBAC limits who can view or edit student records based on role and scope.
Best for: Fits when districts need governed student data workflows with API-based integrations across multiple schools.
More related reading
Instructure SIS
SISStudent information system capabilities for roster and student data management that support integration with learning systems and district administration through configurable data flows and APIs.
RBAC plus workflow configuration for controlled provisioning and data edits across enrollment and roster records.
Instructure SIS fits districts and multi-school operators that need predictable integration depth across SIS-to-LMS and SIS-to-adjacent systems. The data model ties student identity, enrollment terms, course sections, and roster elements into exportable records that downstream systems can consume. Automation and API surface support provisioning and ongoing sync so operational throughput does not rely on manual data entry.
A tradeoff is that integration quality depends on consistent mapping between external systems and Instructure SIS entities, especially for IDs and term boundaries. In practice, organizations that already have clean identity resolution and a stable term calendar get fewer reconciliation jobs. Teams also need governance for who can change student records and how changes propagate into rosters and grade workflows.
- +Structured student and roster data model aligned to provisioning
- +API supports enrollment, course, and roster integrations
- +RBAC and workflow configuration reduce unauthorized record edits
- +Automation options support batch and scheduled sync operations
- –External ID and term mapping errors can cause roster mismatches
- –Complex setups require careful schema mapping and testing
- –Governance processes are needed to control downstream data changes
District SIS administrators
Automate student and roster provisioning
Lower manual roster maintenance
Integration engineers
Build schema-aligned data feeds
Fewer reconciliation tasks
Show 2 more scenarios
Data governance teams
Control edits and access
Stronger change control
Use RBAC and configured workflows to gate student record changes and reduce downstream churn.
Multi-school operations teams
Run scheduled sync at scale
Higher data freshness
Schedule repeatable data synchronization jobs to keep enrollment and rosters current across schools.
Best for: Fits when districts need controlled SIS-to-LMS provisioning with API-backed automation and RBAC governance.
Clever
RosteringUnified rostering and identity integration that syncs student and school data into learning apps while supporting district admin governance, RBAC, audit trails, and automated provisioning.
Clever API and webhooks support roster synchronization and app provisioning events with configurable attribute mapping.
Clever centers its data model around identity, roster, and student attributes needed by downstream education tools. Provisioning and deprovisioning flows support onboarding and offboarding through automated sync runs to connected apps. The API and webhooks surface enables schema mapping, event-driven updates, and configuration for districts with custom integration needs.
A tradeoff is that governance and transformations rely on the connected-app requirements, so teams spend time on attribute mapping and schema alignment. Clever fits situations where districts must keep many third-party apps in sync with frequent enrollment changes while maintaining RBAC and audit log visibility for admin actions.
- +Event-driven provisioning via API and webhooks
- +Centralized identity and roster data model
- +RBAC for admin controls across connected apps
- +Audit log coverage for data handoff actions
- –Attribute mapping work for nonstandard app schemas
- –Custom workflow complexity increases with many bespoke connectors
District technology and integration teams
Automate app provisioning from SIS changes
Fewer manual roster updates
App onboarding teams for education vendors
Standardize Clever-based intake
Consistent student records
Show 1 more scenario
District governance and compliance leads
Control access to student attributes
Traceable integration changes
Apply RBAC and review audit logs for admin actions that affect connected-app data flows.
Best for: Fits when districts need automated roster and identity provisioning to many education apps, with controlled access and audit logs.
Illuminate Education
District dataDistrict student data and assessment management workflows with administrative governance and integration options for syncing student information into reporting and learning analytics pipelines.
Student data sync with governed field mappings and lifecycle-based automation across connected SIS, LMS, and assessment sources.
Illuminate Education positions student data management around district-level integration, with data flows that connect SIS, LMS, and assessment systems into a governed student record. Its data model supports rule-based mappings for fields, relationships, and student context needed for reporting and downstream applications.
Automation features and an API surface support provisioning workflows and event-driven updates tied to student lifecycle changes. Admin controls focus on RBAC, configuration management, and auditability of changes across synchronized datasets.
- +Integration-first student record with mapping for SIS and downstream data consumers
- +API and automation surface for provisioning workflows tied to student lifecycle events
- +RBAC and granular permissions for separating admin, support, and analyst access
- +Schema-driven field mapping supports controlled updates across synchronized systems
- –Complex schema mapping can require iterative configuration to match district data
- –Automation depends on consistent source identifiers across connected systems
- –Data governance tooling may feel admin-heavy for small teams
- –Extensibility typically requires technical work to integrate custom sources
Best for: Fits when districts need governed student data integration with API-driven automation and role-based admin controls.
Skyward
SISStudent information system for student records, demographics, attendance, grades, and scheduling with district administration controls and integration pathways to external systems.
RBAC plus audit logging for student record and configuration changes, aligned to workflow automation and integration activity.
Skyward runs Student Data Management workflows that connect SIS records, schedules, and reporting through an administration model built for districts. Integration depth centers on a structured data model for student, enrollment, and academic components that supports schema-driven mapping across systems.
Automation and extensibility rely on configurable processes and integration endpoints that let IT teams handle provisioning, updates, and data exchange at controlled throughput. Governance focuses on role-based access control with audit history for changes to student data and configuration.
- +RBAC supports role-limited access to student records and admin functions
- +Configurable workflows reduce manual rekeying for enrollment and academic updates
- +Data model maps student, enrollment, and course structures for reporting consistency
- +Integration surface supports controlled provisioning and data exchange across systems
- –Complex schema mapping can slow initial integration without a defined data contract
- –Automation configuration may require admin time for ongoing workflow tuning
- –Extensibility options can feel limited for highly custom reporting logic
- –Bulk throughput performance needs planning for district-wide batch updates
Best for: Fits when districts need structured student data mapping, controlled API-driven exchange, and RBAC with audit logs.
Infinite Campus
SISStudent information system for enrollment, demographics, attendance, grades, and scheduling with configuration options, role-based permissions, and integration interfaces for district systems.
Role-based access control with audit log coverage for student record and workflow changes.
Infinite Campus is a student data management system used by K-12 districts to centralize enrollment, attendance, and gradebook workflows. Integration depth is driven through a documented API and district-facing configuration so SIS data can flow into attendance, grading, and reporting processes.
The data model is organized around student records, course enrollment, discipline, and scheduling objects that administrators can govern by role and workflow settings. Automation features include repeatable processes for registration, data collection cycles, and system-to-system synchronization using extensibility hooks.
- +API-driven integrations for enrollment, demographics, attendance, and grading workflows
- +Configurable data model supports core student, course, and scheduling objects
- +RBAC separates permissions across student records, grade entry, and reporting
- +Automation supports repeatable provisioning and data collection cycles
- –Complex configuration can slow schema-aligned automation for new integration targets
- –Throughput for bulk sync depends on job design and scheduling strategy
- –Extensibility requires careful governance to prevent inconsistent record updates
- –Cross-system reconciliation work increases when workflows span multiple modules
Best for: Fits when K-12 teams need an API-centered student record system with RBAC, auditability, and configurable automation workflows.
Tyler SIS
SISStudent information system suite for student records, attendance, grading, and scheduling with administrative governance controls and data exchange interfaces to operational systems.
Role-based administrative governance for student data workflows tied to enrollment, scheduling, and grade record operations.
Tyler SIS differentiates through its district-centric student data workflow, built around a governed SIS data model and administrative controls. Core capabilities include student enrollment and scheduling data management, gradebook and assessment record handling, and attendance support aligned to school operations.
Integration depth centers on data exchange for SIS-adjacent systems, with an automation surface intended for district workflows and controlled provisioning. Automation and API surface matter most for throughput when syncing rosters, demographic changes, and course assignments across connected platforms.
- +District-focused SIS data model with consistent entity relationships
- +Enrollment, scheduling, and grade records aligned to school operations
- +RBAC-aligned administration supports controlled access by role
- +Integration-oriented data exchange supports roster and schedule synchronization
- –Integration depth can depend on district configuration and connected system scope
- –Automation coverage may require custom mappings for unique district fields
- –Admin governance needs careful role design to avoid overbroad access
- –API-centric automation depends on available endpoints for each workflow
Best for: Fits when districts need controlled student data workflows and integration-centered automation with governance.
SchoolBrains
SISStudent data management with enrollment, attendance, and reporting workflows plus administration controls for roles, permissions, and automated data exports to downstream systems.
RBAC plus audit log on student record changes enables governance-grade traceability during automated API syncs.
SchoolBrains is a student data management system that centers on data governance for schools and districts. It supports a structured student data model with schema-driven fields, staff roles, and permission boundaries for controlled access.
Integration depth is handled through an API surface for provisioning, data sync, and workflow automation triggers tied to student records. Admin controls focus on RBAC, audit logging, and configuration options that reduce uncontrolled changes to core student attributes.
- +API-oriented provisioning for students, enrollments, and record updates
- +Schema-driven data model for consistent student attributes
- +RBAC for role-scoped access to sensitive student data
- +Audit log coverage for record changes and administrative actions
- –Automation depends on defined workflow events and configuration boundaries
- –Complex cross-system mappings require careful schema alignment
- –Throughput and retry behavior are not obvious from public documentation
Best for: Fits when district or multi-school teams need controlled student data changes with API-driven integration and RBAC.
ClassLink
RosteringStudent rostering and identity access management that automates provisioning of student accounts for learning apps with district governance and sync automation.
District-managed provisioning workflows that convert roster and role changes into application account lifecycle actions.
ClassLink provisions student-facing applications by mapping SIS data to rostering and SSO identities. Its integration depth centers on district configuration, connector-driven data ingestion, and automated account lifecycle actions tied to enrollment changes.
The data model emphasizes roster identifiers, role mapping, and managed links between student records and application access. Admin governance relies on controlled provisioning workflows, RBAC-style administration, and audit-ready configuration for operational traceability.
- +Connector-based SIS data ingestion supports enrollment and identity updates
- +Application provisioning is tied to roster changes and role mappings
- +SSO integration reduces password resets and identity drift across apps
- +Admin configuration supports controlled rollout by district workflow
- –Schema mapping complexity can increase setup time for new SIS feeds
- –Automation surface depends on configured workflows rather than custom code
- –High-volume provisioning can require careful throttling configuration
- –Granular per-application governance controls can feel limited
Best for: Fits when districts need SIS-to-SSO identity mapping plus automated app provisioning with admin controls.
Aeries
SISStudent information system for demographics, enrollment, attendance, grades, and scheduling with district admin configuration and data exchange interfaces to other tools.
Student and enrollment record administration with district governance controls across SIS workflows and staff roles.
Aeries fits school districts and student data teams that need a managed data model for SIS and related records under district governance. Its integration depth centers on district workflows, interoperability touchpoints, and data exchange patterns built for ongoing enrollment, scheduling, and student records administration.
Aeries also supports automation for recurring processes and role-based administrative control to keep changes traceable. Extensibility is shaped by documented integration options that allow controlled throughput into core student and academic datasets.
- +District-oriented data model for students, courses, and enrollment records
- +Automation supports recurring operational workflows without manual rework
- +RBAC-style administration separates duties across staff roles
- +Integration approach supports data exchange into and out of core records
- –API surface breadth can feel limited versus modern event-driven integrations
- –Schema changes and provisioning workflows require careful change management
- –Automation configurability can lag behind highly customized district processes
- –Audit log granularity may not match districts needing field-level tracking
Best for: Fits when a district needs SIS data governance, recurring workflow automation, and controlled integrations for student records.
How to Choose the Right Student Data Management System Software
This buyer's guide covers student data management system software used for enrollment, demographics, scheduling, grades, attendance, and related academic records across districts and multi-school teams. Coverage includes PowerSchool, Instructure SIS, Clever, Illuminate Education, Skyward, Infinite Campus, Tyler SIS, SchoolBrains, ClassLink, and Aeries.
The guide explains how integration depth, a controlled data model, automation and API surface, and admin and governance controls affect provisioning, synchronization, and auditability. Each tool is mapped to concrete governance and integration mechanisms such as RBAC, audit logs, schema-driven mapping, and event or batch sync patterns.
Student record workflows, data modeling, and API-driven synchronization for K-12 operations
Student data management system software centralizes student entities and workflow records such as enrollment, course roster relationships, grades, attendance, and academic history. It solves operational problems where staff edits must stay traceable and where downstream systems need consistent student identifiers through controlled field mappings.
This category typically serves district data teams that need RBAC governance and audit history for record and configuration changes. It also serves integration-focused teams that need API and automation hooks for SIS-to-LMS provisioning like Instructure SIS and for roster synchronization and app provisioning events like Clever.
Evaluation criteria centered on integration depth and governance-grade data control
Integration depth determines whether student and roster records can move between SIS, LMS, assessment, SSO, and reporting pipelines with predictable mappings and controlled identifiers. Automation and API surface determine whether provisioning and synchronization can run as event-driven updates or as scheduled batch jobs.
Admin and governance controls decide who can edit what, when changes occur, and how audit log history supports operational oversight. PowerSchool, Instructure SIS, Clever, Illuminate Education, Skyward, Infinite Campus, Tyler SIS, SchoolBrains, ClassLink, and Aeries each expose different mixes of these mechanisms.
API-backed roster and grade synchronization workflows
PowerSchool supports roster and grade workflow integration using PowerSchool APIs for automated student data synchronization. Instructure SIS uses API and workflow configuration to synchronize enrollment, course, and roster data feeds into learning integrations.
Data model aligned to enrollment, roster, and student lifecycle entities
PowerSchool and Skyward both center a structured student record model that maps student, enrollment, and academic components for reporting consistency. Instructure SIS and Infinite Campus provide a defined student and roster data model that helps reduce roster mismatch risk when term and external identifiers are configured correctly.
RBAC governance tied to record edits and admin functions
Instructure SIS and Infinite Campus use RBAC plus workflow configuration so administrators can restrict unauthorized record edits. PowerSchool, Tyler SIS, and SchoolBrains add governance-grade separation of duties with role-limited access to student data and administrative actions.
Audit log coverage for student record changes and configuration edits
Skyward and Infinite Campus both emphasize audit history for student record and configuration changes. SchoolBrains and PowerSchool add audit logging for record changes and operational oversight during automated API syncs.
Schema-driven field mappings for governed integration updates
Illuminate Education provides student data sync with governed field mappings and lifecycle-based automation across SIS, LMS, and assessment sources. Clever uses configurable attribute mapping so roster and student attributes delivered through its consistent model match target app schemas.
Event-driven provisioning via webhooks and automation hooks
Clever supports event-driven provisioning through its API and webhooks for roster synchronization and app provisioning events. Illuminate Education and Instructure SIS support automation and API hooks for provisioning workflows triggered by student lifecycle changes.
A governance-first selection framework for SIS and student data integration
Start with the integration target and decide whether the tool must act as a SIS record system like PowerSchool and Infinite Campus or as an identity and provisioning layer like Clever and ClassLink. Then verify that the integration mechanism supports the synchronization pattern needed, either event-driven updates or scheduled batch syncs.
Next, assess governance requirements by mapping RBAC scopes and audit log expectations to actual operational roles such as district administrators, school staff, support staff, and analysts. Tools such as Instructure SIS, Skyward, SchoolBrains, and Tyler SIS show governance depth through RBAC plus workflow configuration and auditability for record and admin changes.
Match the product role to the integration surface
If student records, enrollment, attendance, schedules, and grade workflows are the core of the system of record, PowerSchool, Skyward, Infinite Campus, Tyler SIS, and Aeries align directly to those operational workflows. If the priority is roster and identity provisioning into learning apps with consistent handoffs, Clever and ClassLink align to API and connector-driven account lifecycle actions.
Validate the data model and identifier mapping path
Instructure SIS and Infinite Campus both rely on correct external identifiers and term mapping to avoid roster mismatches, so identifier mapping must be part of the integration plan. PowerSchool and Skyward emphasize structured entity relationships in their student data model, which supports schema-aligned mapping for downstream reporting consistency.
Confirm RBAC and workflow configuration match real roles
Instructure SIS uses RBAC and workflow configuration to control provisioning and edits across enrollment and roster records. Tyler SIS and SchoolBrains emphasize role-based administrative governance so admin functions and record updates do not share the same permission boundaries.
Require audit log traceability for student and admin changes
Skyward and Infinite Campus track changes to student data and configuration through audit logging. SchoolBrains and PowerSchool also provide audit-friendly change tracking so automated API sync actions remain attributable to operational events.
Design the automation pattern with throughput and mapping control
Clever and Illuminate Education support event-driven automation through API, webhooks, and lifecycle triggers, which fits districts that need near-real-time roster and provisioning updates. Skyward, Infinite Campus, and PowerSchool support configurable workflows and job design, which requires planning for bulk throughput during district-wide batch updates.
Tool fit by operational goals: SIS governance, roster provisioning, and governed sync
Different student data management system software tools fit different operational goals. SIS-first platforms fit districts that need a governed system of record for student records and school workflows, while provisioning layers fit districts that need controlled handoffs into many education apps.
The segments below map to the concrete best-for use cases surfaced across PowerSchool, Instructure SIS, Clever, Illuminate Education, Skyward, Infinite Campus, Tyler SIS, SchoolBrains, ClassLink, and Aeries.
District teams needing governed SIS workflows with API integration across multiple schools
PowerSchool fits when roster and grade workflow integration must be driven by PowerSchool APIs for automated student data synchronization. Skyward also fits when RBAC and audit logging need to align to workflow automation for record and configuration changes.
Districts focusing on controlled SIS-to-LMS provisioning with RBAC governance
Instructure SIS fits when controlled provisioning and data edits must be managed through RBAC and workflow configuration across enrollment and roster records. Illuminate Education fits when governed field mappings and lifecycle automation must connect SIS, LMS, and assessment systems.
Teams provisioning student identity and accounts into many learning apps
Clever fits when event-driven provisioning must use API and webhooks for roster synchronization and app provisioning events with configurable attribute mapping. ClassLink fits when SIS-to-SSO identity mapping must convert roster and role changes into application account lifecycle actions.
K-12 operators prioritizing API-centered student records with auditability
Infinite Campus fits when an API-centered student record system must provide RBAC separation and audit log coverage for workflow and administrative changes. Aeries fits when recurring workflow automation and district governance controls are needed across SIS workflows and staff roles.
Multi-school districts needing controlled record changes through API syncs and audit-grade traceability
SchoolBrains fits when schema-driven fields and RBAC must limit uncontrolled changes and when audit logs must support record changes during automated API syncs. Tyler SIS fits when controlled student data workflows must be tied to enrollment, scheduling, and grade record operations with role-based governance.
Where student data integrations break: mapping errors, overbroad access, and automation drift
Many student data integration failures come from schema mapping gaps, identifier mismatches, or governance misalignment. Tools like Instructure SIS and Infinite Campus can produce roster mismatches when external ID and term mapping are not handled consistently across systems.
Automation complexity also causes issues when workflow boundaries are unclear or when admin roles are not designed to match operational duties. PowerSchool, Illuminate Education, and SchoolBrains all rely on configuration discipline for automation behavior and audit traceability.
Assuming roster term and external identifier mapping will work without a defined contract
Instructure SIS and Infinite Campus can generate roster mismatches when external ID and term mapping are incorrect. A working approach is to treat identifier and term mapping as a governed configuration step before enabling automated sync jobs.
Designing admin roles without aligning RBAC scopes to real job functions
PowerSchool and Tyler SIS require careful role design so admin governance prevents overbroad access to student data and configuration edits. Align RBAC permissions to specific workflow ownership so record edits and admin actions remain separable.
Skipping governance-grade audit traceability for automated synchronization runs
Skyward, Infinite Campus, and SchoolBrains emphasize audit logging for student record and workflow changes. Require audit log coverage for both record changes and configuration changes before turning on automation for provisioning and sync.
Underestimating schema mapping work for nonstandard app or field targets
Clever attribute mapping can become complex when target app schemas differ from its centralized model. Illuminate Education and Aeries can require iterative configuration for schema-driven mappings, so mapping design must be scheduled as part of the integration effort.
How We Selected and Ranked These Tools
We evaluated each tool using its named capabilities for student record workflows, defined data model behavior, integration and automation surfaces, and governance controls that include RBAC and audit history. Features carried the most weight at 40% because API-driven synchronization and schema-driven field mapping determine whether roster, grades, and attendance data stay consistent across systems. Ease of use and value each accounted for 30% because districts must configure workflow automation and keep it stable across operational cycles.
PowerSchool stands apart in the ranking because roster and grade workflow integration is driven by PowerSchool APIs for automated student data synchronization and because it pairs RBAC with audit-friendly change tracking. Those strengths lift the overall score through integration depth and governance-grade traceability for student and configuration changes.
Frequently Asked Questions About Student Data Management System Software
How do student data management systems differ in their core data model and schema control?
Which tools provide the strongest API-driven roster and grade synchronization workflows?
When districts need SIS data to drive LMS provisioning, what integration pattern works best?
What SSO and identity features matter for student application access control?
How do admin controls typically handle role-based access and auditability across automated updates?
What is the usual approach to data migration into a governed student data workflow?
How do systems manage student lifecycle events like enrollment changes, schedule updates, and roster edits?
Which tools are best suited for districts that need governed integration between SIS, assessment, and reporting systems?
What extensibility options exist when districts must match existing workflows or downstream system schemas?
Conclusion
After evaluating 10 education learning, PowerSchool 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.
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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