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    <title>DEV Community: Harper Elise Callahan</title>
    <description>The latest articles on DEV Community by Harper Elise Callahan (@harperelise).</description>
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      <title>Getting blocked while scraping websites? Learn how to build a reliable Python scraping pipeline with a proxy layer to handle IP restrictions, reduce blocks, and keep data collection running smoothly.</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Thu, 05 Nov 2026 10:04:29 +0000</pubDate>
      <link>https://dev.to/harperelise/getting-blocked-while-scraping-websites-learn-how-to-build-a-reliable-python-scraping-pipeline-583f</link>
      <guid>https://dev.to/harperelise/getting-blocked-while-scraping-websites-learn-how-to-build-a-reliable-python-scraping-pipeline-583f</guid>
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          Build a Scraping Pipeline with a Proxy Layer in Python (So You Stop Getting Blocked)
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</description>
      <category>automation</category>
      <category>python</category>
      <category>tutorial</category>
      <category>webscraping</category>
    </item>
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      <title>Exploring vibe coding tools? This comparison covers 11 options, from no-code builders to terminal agents, highlighting their strengths, workflows, and use cases to help you choose the right tool for your next project.</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Tue, 03 Nov 2026 06:10:50 +0000</pubDate>
      <link>https://dev.to/harperelise/exploring-vibe-coding-tools-this-comparison-covers-11-options-from-no-code-builders-to-terminal-1dpg</link>
      <guid>https://dev.to/harperelise/exploring-vibe-coding-tools-this-comparison-covers-11-options-from-no-code-builders-to-terminal-1dpg</guid>
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      <title>AI web scraping is changing how teams collect and process website data. Check out these 7 AI web scraper tools, compare their features, and discover which solutions are worth considering in 2026 for faster, smarter data extraction.</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Mon, 02 Nov 2026 06:34:32 +0000</pubDate>
      <link>https://dev.to/harperelise/ai-web-scraping-is-changing-how-teams-collect-and-process-website-data-check-out-these-7-ai-web-1bkc</link>
      <guid>https://dev.to/harperelise/ai-web-scraping-is-changing-how-teams-collect-and-process-website-data-check-out-these-7-ai-web-1bkc</guid>
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</description>
      <category>ai</category>
      <category>webscraping</category>
      <category>python</category>
      <category>discuss</category>
    </item>
    <item>
      <title>Getting 403s, 429s, or unexpected CAPTCHA pages while scraping? Learn how to identify the real cause, debug proxy issues, and handle rate limits with a systematic approach. A practical guide for developers working with web scraping. 🚀</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Thu, 29 Oct 2026 12:58:39 +0000</pubDate>
      <link>https://dev.to/harperelise/getting-403s-429s-or-unexpected-captcha-pages-while-scraping-learn-how-to-identify-the-real-2e14</link>
      <guid>https://dev.to/harperelise/getting-403s-429s-or-unexpected-captcha-pages-while-scraping-learn-how-to-identify-the-real-2e14</guid>
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</description>
    </item>
    <item>
      <title>Transforming Business Processes Through Web Design and Artificial Intelligence</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Thu, 29 Oct 2026 12:11:37 +0000</pubDate>
      <link>https://dev.to/harperelise/transforming-business-processes-through-web-design-and-artificial-intelligence-a0</link>
      <guid>https://dev.to/harperelise/transforming-business-processes-through-web-design-and-artificial-intelligence-a0</guid>
      <description>&lt;p&gt;A strong digital presence helps businesses connect with their audiences, share valuable information, and establish credibility in an increasingly competitive market. Today, organizations need more than attractive websites to succeed online. They must also provide smooth navigation, mobile compatibility, useful content, and digital tools that simplify everyday interactions.&lt;/p&gt;

&lt;p&gt;Technological developments are creating new opportunities for businesses across different industries. Healthcare providers can make essential services easier to access, financial institutions can streamline information processing, and companies across sectors can improve the way they communicate with customers. By combining thoughtful website design with practical technology solutions, organizations can create digital experiences that support long-term growth.&lt;/p&gt;

&lt;h2&gt;
  
  
  Building a Strong Foundation Through Website Design
&lt;/h2&gt;

&lt;p&gt;Website design influences how visitors interact with a business online. When information is difficult to locate or pages are poorly organized, users may leave without exploring the available services. A well-structured website, on the other hand, helps visitors understand the business and find relevant information quickly.&lt;/p&gt;

&lt;h3&gt;
  
  
  Organizing Pages Around User Needs
&lt;/h3&gt;

&lt;p&gt;A successful website begins with a clear information structure. Businesses should organize their pages according to the needs of their target audiences and make essential information easy to access.&lt;/p&gt;

&lt;p&gt;For instance, a consulting company might separate its services, case studies, company details, and contact information into distinct sections. Descriptive headings, intuitive menus, and consistent page structures make browsing more convenient.&lt;/p&gt;

&lt;p&gt;Understanding the intended audience before designing a website also helps businesses prioritize the information and features that matter most.&lt;/p&gt;

&lt;h3&gt;
  
  
  Creating a Consistent Visual Identity
&lt;/h3&gt;

&lt;p&gt;Visual consistency contributes to a professional online presence. Carefully selected colors, typography, images, and spacing can make a website easier to recognize and navigate.&lt;/p&gt;

&lt;p&gt;However, visual appeal should never come at the expense of usability. Important links should remain visible, forms should be straightforward, and page elements should serve a clear purpose. A balanced design helps visitors focus on the information they need rather than becoming distracted by unnecessary details.&lt;/p&gt;

&lt;h2&gt;
  
  
  Improving Accessibility With Responsive Website Design
&lt;/h2&gt;

&lt;p&gt;Customers increasingly browse websites through mobile devices as well as traditional computers. Businesses that overlook smaller screens risk delivering an inconsistent experience to a significant portion of their audience.&lt;/p&gt;

&lt;h3&gt;
  
  
  Adapting Digital Experiences for Mobile Users
&lt;/h3&gt;

&lt;p&gt;Responsive websites automatically adjust their layouts to accommodate different screen dimensions. Flexible content areas, appropriately scaled images, and mobile-friendly navigation allow users to explore pages without excessive scrolling or horizontal movement.&lt;/p&gt;

&lt;p&gt;This is especially important in healthcare, where visitors may need to find a specialist, review treatment information, or arrange an appointment. Investing in &lt;a href="https://wpwebinfotech.com/web-design/healthcare/" rel="noopener noreferrer"&gt;responsive medical website design&lt;/a&gt; can help healthcare organizations present their services in an accessible format across different devices.&lt;/p&gt;

&lt;p&gt;Medical websites should also prioritize clear service descriptions, easy-to-find contact details, accessible appointment forms, and appropriate safeguards for patient information. These elements help create a more convenient experience for patients and their families.&lt;/p&gt;

&lt;h3&gt;
  
  
  Making Websites Easier for Everyone to Use
&lt;/h3&gt;

&lt;p&gt;Accessibility should be considered throughout the design process. Readable fonts, sufficient color contrast, descriptive links, keyboard-friendly navigation, and clearly labeled input fields can help users with different abilities interact with a website.&lt;/p&gt;

&lt;p&gt;Regular testing across devices and browsers can identify usability issues before they affect visitors. Optimizing images and removing unnecessary page elements can further improve loading speed and overall performance.&lt;/p&gt;

&lt;h2&gt;
  
  
  Exploring Artificial Intelligence Across Business Industries
&lt;/h2&gt;

&lt;p&gt;Artificial intelligence is expanding the ways organizations manage information and complete routine tasks. Depending on the application, AI can help businesses analyze data, generate written content, identify patterns, and improve internal workflows.&lt;/p&gt;

&lt;h3&gt;
  
  
  Understanding AI Applications in the Financial Sector
&lt;/h3&gt;

&lt;p&gt;Financial organizations work with extensive amounts of customer information, transaction records, and documentation. Processing this information efficiently can help teams respond to requests and manage operational responsibilities.&lt;/p&gt;

&lt;p&gt;For example, &lt;a href="https://www.straive.com/blogs/generative-ai-in-banking/" rel="noopener noreferrer"&gt;generative AI for financial services&lt;/a&gt; can support document summarization, internal knowledge searches, report preparation, and the drafting of customer communications. These applications can reduce repetitive work and help employees access relevant information more efficiently.&lt;/p&gt;

&lt;p&gt;Nevertheless, AI-generated outputs require appropriate verification. Financial institutions should establish clear data protection policies, review important decisions carefully, and ensure that AI tools operate within applicable legal and regulatory requirements.&lt;/p&gt;

&lt;h3&gt;
  
  
  Managing Risks Associated With AI Adoption
&lt;/h3&gt;

&lt;p&gt;Although AI offers practical benefits, organizations must consider accuracy, privacy, security, and accountability before implementing new solutions.&lt;/p&gt;

&lt;p&gt;Businesses should determine which information employees can share with AI systems and establish procedures for reviewing generated content. Human supervision is particularly important when outputs could affect financial decisions, customer eligibility, or other sensitive matters.&lt;/p&gt;

&lt;p&gt;Regular assessments can help organizations identify weaknesses, monitor performance, and ensure that AI applications continue to meet business requirements.&lt;/p&gt;

&lt;h2&gt;
  
  
  Designing Better Website Layouts for Improved Engagement
&lt;/h2&gt;

&lt;p&gt;The arrangement of content has a direct influence on how visitors understand and interact with a website. An effective layout presents information in a logical sequence and makes important actions easy to identify.&lt;/p&gt;

&lt;h3&gt;
  
  
  Using Structured Layouts to Guide Visitors
&lt;/h3&gt;

&lt;p&gt;A thoughtful &lt;a href="https://en.wikipedia.org/wiki/Web_design" rel="noopener noreferrer"&gt;website layout and design&lt;/a&gt; strategy combines clear navigation, readable text, appropriate spacing, and consistent visual elements. These features help visitors understand the relationship between different sections and move through the website naturally.&lt;/p&gt;

&lt;p&gt;An online retailer, for example, might prioritize product descriptions, pricing, and purchasing options. A professional service provider may instead emphasize its expertise, service offerings, and inquiry forms.&lt;/p&gt;

&lt;p&gt;Design decisions should reflect the website's purpose rather than follow visual trends without considering user needs.&lt;/p&gt;

&lt;h3&gt;
  
  
  Improving Website Speed and Search Performance
&lt;/h3&gt;

&lt;p&gt;Website speed contributes to a smoother browsing experience. Large media files, excessive scripts, and poorly configured integrations can slow down pages and discourage users from continuing.&lt;/p&gt;

&lt;p&gt;Businesses can address these problems by compressing images, optimizing code, choosing suitable hosting, and removing unnecessary features. They should also use descriptive page titles, meaningful headings, and relevant content to help search engines understand their pages.&lt;/p&gt;

&lt;p&gt;Combining technical performance with useful information and accessible navigation creates a stronger foundation for long-term online visibility.&lt;/p&gt;

&lt;h2&gt;
  
  
  Aligning Digital Improvements With Business Objectives
&lt;/h2&gt;

&lt;p&gt;Website design and AI adoption are most effective when they address clearly defined business needs. Organizations should identify their priorities before investing in new tools or redesigning existing digital platforms.&lt;/p&gt;

&lt;h3&gt;
  
  
  Researching Audience Expectations
&lt;/h3&gt;

&lt;p&gt;Understanding user behavior helps businesses determine which website improvements will deliver the greatest value. Customer feedback, support inquiries, and website analytics can reveal common difficulties and frequently requested features.&lt;/p&gt;

&lt;p&gt;A healthcare provider might discover that patients struggle to locate appointment information, while a financial company may identify opportunities to simplify access to educational resources. These insights help teams focus on changes that address genuine user needs.&lt;/p&gt;

&lt;h2&gt;
  
  
  Evaluating Results and Refining Strategies
&lt;/h2&gt;

&lt;p&gt;Launching a website or introducing an AI tool is only the beginning. Businesses should monitor relevant performance indicators, such as page loading times, completed forms, appointment requests, and engagement with important content.&lt;/p&gt;

&lt;p&gt;Testing different page layouts, simplifying navigation, and updating outdated information can improve results over time. AI applications should also be reviewed for accuracy, reliability, and their contribution to operational efficiency.&lt;/p&gt;

&lt;p&gt;Continuous evaluation enables businesses to adapt their digital strategies as customer expectations and technology evolve.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Modern businesses can strengthen their online presence by combining responsive website design, organized content, reliable performance, and carefully selected AI applications. These improvements help visitors access information more easily while supporting internal productivity and customer engagement.&lt;/p&gt;

&lt;p&gt;The most effective approach begins with understanding user needs, selecting suitable technologies, and measuring results consistently. By prioritizing accessibility, security, and usability, organizations can create digital experiences that remain valuable as their industries continue to change.&lt;/p&gt;

&lt;h2&gt;
  
  
  Frequently Asked Questions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. What are the main elements of good website design?
&lt;/h3&gt;

&lt;p&gt;Clear navigation, readable content, consistent visuals, responsive layouts, and fast loading are essential elements.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. How does responsive design help healthcare websites?
&lt;/h3&gt;

&lt;p&gt;It makes medical information, contact details, and appointment features easier to access across different devices.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. What is generative AI used for in financial services?
&lt;/h3&gt;

&lt;p&gt;It can assist with document summaries, report preparation, information retrieval, and customer communication drafts.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. How does website layout affect user engagement?
&lt;/h3&gt;

&lt;p&gt;A logical layout helps visitors find information quickly and complete important actions with fewer obstacles.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. How can businesses measure website performance?
&lt;/h3&gt;

&lt;p&gt;They can monitor loading speed, visitor engagement, form submissions, conversion rates, and feedback from users.&lt;/p&gt;

</description>
      <category>techtalks</category>
      <category>discuss</category>
    </item>
    <item>
      <title>eCommerce Implementation Isn't Development. Most Failed Projects Confuse the Two</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Wed, 28 Oct 2026 11:15:34 +0000</pubDate>
      <link>https://dev.to/harperelise/ecommerce-implementation-isnt-development-most-failed-projects-confuse-the-two-2p08</link>
      <guid>https://dev.to/harperelise/ecommerce-implementation-isnt-development-most-failed-projects-confuse-the-two-2p08</guid>
      <description>&lt;p&gt;A store can be fully built and still not be ready to sell. The theme looks right, the checkout loads, and the catalog is uploaded. Then launch week arrives, orders don't reach the ERP, tax rules are wrong, and nobody on the team knows how to process a partial refund. The code was fine. The implementation wasn't.&lt;/p&gt;

&lt;p&gt;Teams often treat eCommerce implementation and eCommerce development as the same thing, and that confusion sits behind many failed launches. They are related, but they answer different questions. Development asks, &lt;strong&gt;"Can we build this?"&lt;/strong&gt; Implementation asks, &lt;strong&gt;"Will this run our business on day one?"&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;This article separates the two, shows where projects break, and gives you a workflow to avoid the common failures.&lt;/p&gt;

&lt;h2&gt;
  
  
  eCommerce Development vs. Implementation
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Development&lt;/strong&gt; is the engineering work: theme code, custom features, API extensions, and performance fixes. Success is measured against a spec. Does the feature do what the ticket says?&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Implementation&lt;/strong&gt; is the full project of turning a platform into a working business. It includes development, but also planning, configuration, data, integrations, testing, launch, and handover. Success is measured against reality. Can the team take orders, ship them, and report on revenue without workarounds?&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Question&lt;/th&gt;
&lt;th&gt;Development&lt;/th&gt;
&lt;th&gt;Implementation&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Main concern&lt;/td&gt;
&lt;td&gt;Does the code work?&lt;/td&gt;
&lt;td&gt;Does the business run?&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Scope&lt;/td&gt;
&lt;td&gt;Features and fixes&lt;/td&gt;
&lt;td&gt;Planning through handover&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Success metric&lt;/td&gt;
&lt;td&gt;Ticket closed&lt;/td&gt;
&lt;td&gt;A clean first month of live orders&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Typical owner&lt;/td&gt;
&lt;td&gt;Developer&lt;/td&gt;
&lt;td&gt;Project lead with business sign-off&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;A developer can deliver flawless work inside a failed implementation. That is why hiring "a developer" for an implementation-sized problem is risky.&lt;/p&gt;

&lt;h2&gt;
  
  
  What a Complete Implementation Includes
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Requirements review and platform fit&lt;/li&gt;
&lt;li&gt;Configuration: catalog, pricing, tax, shipping, and user roles&lt;/li&gt;
&lt;li&gt;Storefront build: theme, navigation, search, and checkout&lt;/li&gt;
&lt;li&gt;Custom features where the platform falls short&lt;/li&gt;
&lt;li&gt;Integrations with ERP, CRM, payments, inventory, and shipping&lt;/li&gt;
&lt;li&gt;Data migration with validation and SEO preservation&lt;/li&gt;
&lt;li&gt;Testing: functional, integration, checkout, performance, and security&lt;/li&gt;
&lt;li&gt;Go-live planning, training, and documentation&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Only one or two of these are pure development. The rest is the work that often goes unbudgeted.&lt;/p&gt;

&lt;h2&gt;
  
  
  Five Ways the Confusion Sinks Projects
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Scope is a feature list, not a set of outcomes
&lt;/h3&gt;

&lt;p&gt;"Build a B2B portal with custom pricing" is a feature. "Sales reps can quote and approve orders without emailing spreadsheets" is an outcome. Feature lists get delivered and still disappoint, because nobody checked that the features add up to a working process.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Data is treated as an afterthought
&lt;/h3&gt;

&lt;p&gt;Catalog data is rarely clean. Missing attributes, inconsistent SKUs, duplicate customers, and broken category trees surface late, usually during migration. A developer can't fix data the business hasn't decided how to structure. Without a mapping and validation step, launch dates slip in the final weeks.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Integrations are tested on the happy path
&lt;/h3&gt;

&lt;p&gt;Syncing one order to an ERP proves very little. Real tests include partial refunds, canceled orders, items going out of stock mid-checkout, retries after a timeout, and duplicate webhooks. Integration bugs hide until volume arrives, then show up as duplicated orders or wrong inventory.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Nobody owns decisions
&lt;/h3&gt;

&lt;p&gt;Implementation needs a business-side decision-maker who can approve designs, settle tax and shipping rules, and resolve disagreements quickly. When feedback takes two weeks, every phase stretches. Writing more code doesn't fix that.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. Launch is treated as the finish line
&lt;/h3&gt;

&lt;p&gt;A store without admin training, documentation, monitoring, and a rollback plan is waiting for a bad Monday. Handover is part of the project, not a courtesy.&lt;/p&gt;

&lt;h2&gt;
  
  
  Where Planning Pays for Itself
&lt;/h2&gt;

&lt;p&gt;Most of these failures start before a single line of code is written. This is where &lt;a href="https://brainspate.com/ecommerce-development/implementation/" rel="noopener noreferrer"&gt;eCommerce consulting services&lt;/a&gt; earn their cost. Good consulting at this stage does three things:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Checks whether the chosen platform can handle your catalog size, pricing logic, and integrations&lt;/li&gt;
&lt;li&gt;Turns business goals into a scoped plan with milestones and named owners&lt;/li&gt;
&lt;li&gt;Surfaces hidden costs, such as app licenses, third-party fees, and data cleanup, before they become surprises&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;You don't need a long engagement. A short discovery that produces a written scope, an integration map, and a risk list can prevent months of rework. The test of any consultant is whether you leave with decisions made, not just a slide deck.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why the Gap Is Getting More Expensive
&lt;/h2&gt;

&lt;p&gt;The distance between "built" and "working" has grown as stores take on more moving parts. Many of the &lt;a href="https://www.aegissofttech.com/articles/ecommerce-trends-vouch-for-online-business.html" rel="noopener noreferrer"&gt;eCommerce trends&lt;/a&gt; dominating roadmaps right now raise the cost of skipping implementation work:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Headless and composable setups:&lt;/strong&gt; Splitting the storefront from the backend adds flexibility, but it multiplies integrations and the testing surface.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI-driven search and personalization:&lt;/strong&gt; These features depend on clean product and behavior data. If the data work was skipped, the feature underperforms no matter how well it's coded.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Omnichannel selling:&lt;/strong&gt; Marketplaces, social storefronts, and physical retail all need inventory and orders to sync reliably.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Mobile-first checkout and faster payment options:&lt;/strong&gt; Most shoppers are on phones, so performance and payment testing matter more than ever.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Stricter accessibility and privacy expectations:&lt;/strong&gt; Compliance has to be built in and tested, not patched after launch.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each of these adds capability, and each adds an implementation dependency. Chasing them with a development-only mindset is how stores end up modern on paper and fragile in production.&lt;/p&gt;

&lt;h2&gt;
  
  
  A Practical Implementation Workflow
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Discovery:&lt;/strong&gt; Audit current systems, products, and processes. Interview the people who will run the store daily.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Scope and platform fit:&lt;/strong&gt; Write scope as outcomes. Confirm the platform handles your catalog size, pricing rules, and integrations.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Data plan:&lt;/strong&gt; Map source fields to platform fields, define cleanup rules, and decide who approves exceptions.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Configure first, customize second:&lt;/strong&gt; Use native platform features where possible. Custom code adds maintenance cost, so make it earn its place.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Build and integrate in milestones:&lt;/strong&gt; Demo working pieces every sprint, including integrations, not just screens.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Test like a customer and like an operator:&lt;/strong&gt; Run checkout across devices and payment methods, then run back-office flows: refunds, returns, partial shipments, and inventory adjustments.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Stage, rehearse, launch:&lt;/strong&gt; Use a staging environment, rehearse the migration, and keep a rollback plan ready.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Hand over properly:&lt;/strong&gt; Train the team, &lt;a href="https://www.ibm.com/think/topics/document-workflow" rel="noopener noreferrer"&gt;document workflows&lt;/a&gt;, and monitor closely for the first few weeks.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Questions to Ask Before You Hire
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Who is accountable for the whole project, not just the code?&lt;/li&gt;
&lt;li&gt;Is scope written as features or outcomes?&lt;/li&gt;
&lt;li&gt;What is the data migration and validation plan?&lt;/li&gt;
&lt;li&gt;How are integrations tested beyond the happy path?&lt;/li&gt;
&lt;li&gt;Who owns the code, data, and admin access after launch?&lt;/li&gt;
&lt;li&gt;What does post-launch support include?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Vague answers are a sign the team is selling development and calling it implementation.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Development builds the store. Implementation makes it work for the business that depends on it. Most failed projects don't fail because of bad code. They fail because scope, data, integrations, ownership, and handover were never treated as part of the job.&lt;/p&gt;

&lt;p&gt;Define the project as an implementation from day one, budget for the unglamorous parts, and judge success by how the first month of live orders goes, not by how many tickets were closed.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>productivity</category>
      <category>discuss</category>
      <category>devdiscuss</category>
    </item>
    <item>
      <title>Is Your Shopify QuickBooks Integration Silently Failing? 5 Checks I Run Every Month</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Tue, 27 Oct 2026 13:02:34 +0000</pubDate>
      <link>https://dev.to/harperelise/is-your-shopify-quickbooks-integration-silently-failing-5-checks-i-run-every-month-1pjk</link>
      <guid>https://dev.to/harperelise/is-your-shopify-quickbooks-integration-silently-failing-5-checks-i-run-every-month-1pjk</guid>
      <description>&lt;p&gt;The worst integration failures don’t throw errors. An order syncs with the wrong tax account. A refund posts as a standalone credit. A payout never clears because one day’s fees were mapped to the wrong expense line. Everything looks connected, the green checkmark in your app dashboard stays green, and the damage only surfaces when someone tries to reconcile a quarter or file a return.&lt;/p&gt;

&lt;p&gt;I run the same five checks at the start of every month, before I close the books. Each takes a few minutes, and together they catch most problems while they’re still small.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Integrations Fail Quietly
&lt;/h2&gt;

&lt;p&gt;A connector only moves what it was told to move. It has no idea that your gift card sales should be a liability, that a discount code should reduce revenue rather than inflate it, or that your payment gateway changed its fee structure last week. Mapping rules are set once during setup, and the store keeps changing underneath them: new products, new tax jurisdictions, new payment methods, new sales channels.&lt;/p&gt;

&lt;p&gt;That gap between a static mapping and a changing store is where silent failures live. If your setup has outgrown a basic connector, &lt;a href="https://brainspate.com/shopify-development/integration/quickbooks/" rel="noopener noreferrer"&gt;Shopify QuickBooks integration services&lt;/a&gt; can help by rebuilding the mapping around your current business instead of the one you had at launch. Whether you do that or maintain it yourself, the monthly checks below tell you when something has drifted.&lt;/p&gt;

&lt;h2&gt;
  
  
  Check 1: Does the Clearing Account Return to Zero?
&lt;/h2&gt;

&lt;p&gt;If you route Shopify sales through a clearing account, this is the single most useful number in your books. Sales post into it, and payouts and fees clear it out. Over a full month, the balance should settle near zero, with only the last few days’ unpaid orders remaining.&lt;/p&gt;

&lt;p&gt;What I look for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;A balance that grows month after month, which usually means payouts aren’t being recorded&lt;/li&gt;
&lt;li&gt;A negative balance, which often points to refunds or fees posting without a matching sale&lt;/li&gt;
&lt;li&gt;Round, repeating differences, which usually trace back to one consistently mismapped item such as a shipping fee&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If the balance is off, I sort the account’s transactions by date and look for the first day it diverged. That day almost always contains the cause.&lt;/p&gt;

&lt;h2&gt;
  
  
  Check 2: Does Every Payout Match a Bank Deposit?
&lt;/h2&gt;

&lt;p&gt;Open &lt;a href="https://help.shopify.com/en/manual/payments/shopify-payments/payouts/payouts-activity-report" rel="noopener noreferrer"&gt;Shopify’s payout report&lt;/a&gt; next to your bank feed. Each payout should correspond to exactly one deposit for the same amount. Then confirm that the payout in QuickBooks, including its fees and refunds, adds up to that deposit.&lt;/p&gt;

&lt;p&gt;Mismatches usually come from three places: a payout that synced late, a reserve or chargeback adjustment that was never recorded, or an order that was captured in one period and paid out in the next. None of these are errors in themselves, but they need to be explained, not left as unreconciled differences.&lt;/p&gt;

&lt;h2&gt;
  
  
  Check 3: Do Order Counts Agree?
&lt;/h2&gt;

&lt;p&gt;This is the simplest check and the one people skip. Count the orders Shopify shows for the month, then count the sales documents in QuickBooks for the same period. With summary sync, compare daily totals instead.&lt;/p&gt;

&lt;p&gt;The numbers should agree, allowing for cancelled and test orders. If QuickBooks had fewer, the sync dropped something. I check the connector’s error log for the missing order numbers, since failures usually come from a single bad field, such as a missing SKU, a deleted customer, or an address that fails validation.&lt;/p&gt;

&lt;p&gt;I also look at orders edited after they synced. Many connectors capture the original order and ignore later changes, so an exchange or an adjusted price in Shopify can leave QuickBooks with the old figure.&lt;/p&gt;

&lt;h2&gt;
  
  
  Check 4: Do Sales Tax Totals Tie Out?
&lt;/h2&gt;

&lt;p&gt;Pull the tax summary from Shopify and compare it with the sales tax payable account in QuickBooks. They should match to the cent, jurisdiction by jurisdiction where you sell in more than one.&lt;/p&gt;

&lt;p&gt;Tax is where silent failures cost real money, because the errors carry into filings. Common causes include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;A new tax jurisdiction with no mapped liability account, so tax lands in sales income&lt;/li&gt;
&lt;li&gt;Tax-exempt wholesale orders being treated as taxable&lt;/li&gt;
&lt;li&gt;Shipping tax mapped inconsistently with product tax&lt;/li&gt;
&lt;li&gt;Refunds that reverse revenue but not the tax collected&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;One of the more useful &lt;a href="https://www.nvecta.com/blog/best-shopify-tips/" rel="noopener noreferrer"&gt;Shopify tips&lt;/a&gt; I can offer finance teams is to run this check even in months when nothing changed, because tax rules and store settings can shift without anything alerting you. A mismatch of a few dollars is often a rounding rule, but a mismatch of a few hundred means a mapping problem.&lt;/p&gt;

&lt;h2&gt;
  
  
  Check 5: Are Refunds, Fees and Gift Cards Landing Where They Should?
&lt;/h2&gt;

&lt;p&gt;These three categories break most often, so I spot-check each one.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Refunds:&lt;/strong&gt; I open a few refunded orders, including at least one partial refund, and confirm QuickBooks recorded a credit against the right income account and, ideally, linked to the original sale. A refund issued in a later month than the sale should reduce revenue in the month it happened, not vanish.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Processing fees:&lt;/strong&gt; Gateway fees should sit in an expense account, not netted against revenue. If your fee expense suddenly drops to zero, the connector has probably started netting them. If it spikes, check for chargeback fees or a rate change.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Gift cards:&lt;/strong&gt; Sold gift cards should increase a liability, and redemptions should recognize revenue. If your gift card liability account has never moved, sales are probably being booked as income.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  What I Do When a Check Fails
&lt;/h2&gt;

&lt;p&gt;When something doesn’t tie out, I resist the urge to fix it by hand in QuickBooks. A manual journal entry is corrected this month and leaves the cause in place, so the same error shows up next month. Instead, I trace it to its source:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Find the first transaction that diverged&lt;/li&gt;
&lt;li&gt;Identify which mapping rule or sync setting handled it&lt;/li&gt;
&lt;li&gt;Fix the rule&lt;/li&gt;
&lt;li&gt;Re-sync or correct the affected transactions&lt;/li&gt;
&lt;li&gt;Note the change in my mapping documentation&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;If the period is already closed, I post the correction in the current period and document why, rather than reopening the books.&lt;/p&gt;

&lt;h2&gt;
  
  
  A Simple Monthly Routine
&lt;/h2&gt;

&lt;p&gt;You can fit all five checks into a short, repeatable pass:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Check&lt;/th&gt;
&lt;th&gt;What you compare&lt;/th&gt;
&lt;th&gt;Red flag&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Clearing account&lt;/td&gt;
&lt;td&gt;Balance at month end&lt;/td&gt;
&lt;td&gt;Growing or negative balance&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Payouts&lt;/td&gt;
&lt;td&gt;Shopify payouts vs. bank deposits&lt;/td&gt;
&lt;td&gt;Unmatched or unexplained differences&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Order counts&lt;/td&gt;
&lt;td&gt;Shopify orders vs. QuickBooks documents&lt;/td&gt;
&lt;td&gt;Missing orders&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Sales tax&lt;/td&gt;
&lt;td&gt;Shopify tax report vs. liability account&lt;/td&gt;
&lt;td&gt;Any mismatch beyond rounding&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Refunds, fees, gift cards&lt;/td&gt;
&lt;td&gt;Spot-check samples&lt;/td&gt;
&lt;td&gt;Wrong account or wrong period&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;A connected integration is not the same as a correct one. Because most failures happen without an error message, the only reliable defense is a routine that compares Shopify’s numbers with QuickBooks on a schedule. &lt;/p&gt;

&lt;p&gt;Check the clearing account, match payouts to deposits, compare order counts, tie out sales tax, and sample your refunds, fees and gift cards. Done monthly, these checks keep a small mapping drift from turning into a messy year-end cleanup.&lt;/p&gt;

</description>
      <category>productivity</category>
      <category>security</category>
      <category>webdev</category>
      <category>discuss</category>
    </item>
    <item>
      <title>Not all AI design-to-code tools solve the same problem. This comparison covers 11 options across design fidelity, code integration, iteration speed, and developer control to help you choose the right tool for your next project. 🚀</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Tue, 27 Oct 2026 07:31:20 +0000</pubDate>
      <link>https://dev.to/harperelise/not-all-ai-design-to-code-tools-solve-the-same-problem-this-comparison-covers-11-options-across-30cb</link>
      <guid>https://dev.to/harperelise/not-all-ai-design-to-code-tools-solve-the-same-problem-this-comparison-covers-11-options-across-30cb</guid>
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</description>
    </item>
    <item>
      <title>AI governance is evolving fast. 🤖 Explore how NIST, ISO 42001, the EU AI Act, and other frameworks compare to help organizations build responsible, compliant, and trustworthy AI systems.

Read the full comparison 👇</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Fri, 23 Oct 2026 06:32:18 +0000</pubDate>
      <link>https://dev.to/harperelise/ai-governance-is-evolving-fast-explore-how-nist-iso-42001-the-eu-ai-act-and-other-frameworks-3hlc</link>
      <guid>https://dev.to/harperelise/ai-governance-is-evolving-fast-explore-how-nist-iso-42001-the-eu-ai-act-and-other-frameworks-3hlc</guid>
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</description>
    </item>
    <item>
      <title>Interesting take on Respan Gateway! 👀 A plugin-first approach to LLM gateways sounds promising for developers looking for more flexibility with model integrations and routing. Definitely worth exploring! 🚀</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Thu, 22 Oct 2026 05:54:15 +0000</pubDate>
      <link>https://dev.to/harperelise/interesting-take-on-respan-gateway-a-plugin-first-approach-to-llm-gateways-sounds-promising-for-4gmb</link>
      <guid>https://dev.to/harperelise/interesting-take-on-respan-gateway-a-plugin-first-approach-to-llm-gateways-sounds-promising-for-4gmb</guid>
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      <title>Static HTML, JavaScript-heavy pages, or AI-ready content? A practical guide to 13 scraping tools, what each does best, and what to check before you scrape. What’s in your stack?</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Wed, 21 Oct 2026 06:37:46 +0000</pubDate>
      <link>https://dev.to/harperelise/static-html-javascript-heavy-pages-or-ai-ready-content-a-practical-guide-to-13-scraping-tools-1g35</link>
      <guid>https://dev.to/harperelise/static-html-javascript-heavy-pages-or-ai-ready-content-a-practical-guide-to-13-scraping-tools-1g35</guid>
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      <title>Nine AI UI design tools I wish I’d found earlier, how to chain them so no work gets rebuilt, and why handoff matters more than the first screen. Includes a prompt template that works across most of them.</title>
      <dc:creator>Harper Elise Callahan</dc:creator>
      <pubDate>Wed, 21 Oct 2026 06:27:04 +0000</pubDate>
      <link>https://dev.to/harperelise/nine-ai-ui-design-tools-i-wish-id-found-earlier-how-to-chain-them-so-no-work-gets-rebuilt-and-k2l</link>
      <guid>https://dev.to/harperelise/nine-ai-ui-design-tools-i-wish-id-found-earlier-how-to-chain-them-so-no-work-gets-rebuilt-and-k2l</guid>
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