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Architecture assessment for a data quality solutions company

We conducted a comprehensive architecture assessment and delivered actionable recommendations to help a data quality solutions provider remove friction points and accelerate their platform’s growth.

it architecture assessment and review
it architecture assessment and review

    Bottlenecks and barriers to growth

    For data-driven teams, quality, accuracy, and security are nonnegotiable. A US-based data quality solutions company addresses this need by delivering data integrity, cleansing, and enrichment solutions that help customers close data gaps and market more efficiently. The company is undergoing a major strategic transformation to merge its key offerings—cleaning existing data and adding missing information to records—into a unified platform. The client identified legacy systems, a fragmented architecture, and manual operations as critical blockers, and initially considered adding development capacity to resolve them.

    Upon deeper examination, it became clear that the issues stemmed from underlying architectural and process-level constraints, as well as gaps in certain competencies. EffectiveSoft proposed a holistic architecture and workflow assessment to identify the real stoppers and define a clear path forward.

    Uncovering opportunities for optimization

    The assessment focused on the new unified platform. It was broken down into three phases covering business, operational, and technical aspects, including business and technology overview, product and project management, solution architecture, and infrastructure components.

    Step 1: Planning

    The first week of collaboration with the client was dedicated to planning. Our team examined information about the company—including goals, products, processes, and available documentation—and identified the stakeholders to participate in the following phase. This was critical to align schedules and ensure efficient, well-orchestrated execution going forward.

    As a result of this phase, our team prepared the following artifacts for further use:

    • A list of topics for workshop discussion, as well as the number of required workshops and a list of questions for each.
    • A list of participants for the workshops, from client success managers and developers to a product manager and C-level executives.
    • A two-week workshop calendar coordinated with participants’ schedules.

    Step 2: Workshops

    Over two weeks, EffectiveSoft’s reviewers conducted over 20 on-site workshops with teams across the organization, including executive leadership. During these sessions, they covered a broad set of topics:

    • Business overview
    • Technology strategy and key architectural decisions
    • Security strategy
    • Product and project management
    • Architecture overview (core system components, infrastructure, and cloud architecture)
    • Engineering delivery and quality assurance
    • DevOps practices
    • Data strategy
    • UX/UI process
    • Support processes
    • AI tool usage

    The reviewers mapped current processes, discussed the solution architecture, and validated assumptions with stakeholders to uncover operational pain points, technical constraints, architectural issues, or misalignments. Our team also reconstructed high-level solution diagrams for further review.

    Architecture assessment workshop highlights for a data quality platform
    Architecture assessment workshop highlights for a data quality platform
    Architecture assessment workshop highlights for a data quality platform

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    Assessment outcomes

    Based on the findings, EffectiveSoft delivered an ARD featuring:

    • A comprehensive description of the current state (“as-is”)
    • A structured overview of the identified issues and gaps
    • Recommended approaches to address each issue
    • Consolidated, prioritized recommendations forming the foundation of the client’s transformation road map

    Following the assessment, we continue our engagement by supporting the client in implementing the recommendations defined in the ARD.

    Progress made so far

    Following the architecture assessment, we transitioned from analysis to execution. We achieved the following in the first three months:

    1. Reassigned critical roles to restore focus and accountability

    Offloaded Solution Architect and Team Lead responsibilities from the VP of Engineering and separated Scrum Master/QA responsibilities from Product Manager, assigning dedicated professionals to each function. This enabled leadership to focus on strategic priorities and product outcomes.

    2. Established clear architectural ownership

    Introduced a dedicated Solution Architect who assumed full responsibility for system architecture. Began structured, step-by-step documentation of both current development processes and all legacy systems, creating visibility and long-term technical continuity.

    3. Re-established the Scrum framework and Agile discipline

    Provided coaching and education on Agile best practices, reinforcing structured ceremonies, accountability, and delivery cadence.

    4. Enabled seamless cross-functional collaboration

    Improved alignment across front-end, back-end, product, design, and QA, eliminating handoff friction and communication gaps.

    5. Restored predictable delivery by removing execution friction

    Eliminated delivery bottlenecks and misalignment-driven blockers, streamlined development workflows, and reduced rework from ~25% to 0% by addressing miscommunication and unclear ownership.

    6. Strengthened team capability

    Identified gaps in expertise and supported targeted hiring for key roles to secure high-quality talent and strengthen delivery quality long-term.

    The current phase focuses on scaling operational excellence

    • Strengthening the strategic partnership and collaboration model
    • Continuously optimizing development and delivery processes through Agile methodologies
    • Working in accordance with the ARD, systematically eliminating issues, from critical architectural concerns to medium- and small-scale improvements
    • Optimizing costs across tools, infrastructure, and team composition
    • Increasing delivery quality by strengthening team expertise, introducing valuable roles, and continuously improving engineering processes

    The assessment set a clear path forward and put the organization on track toward a more structured, accountable, and predictable operating model. Clear ownership, disciplined delivery, and strengthened expertise established a stable foundation for scale. Where immediate gaps required support, we addressed them pragmatically while keeping focus on helping the client build the required capabilities through targeted hiring and team development. Rather than acting solely as a resource provider, EffectiveSoft has become a strategy partner, working closely with the client to rebuild and scale development and delivery processes across the organization.

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