{"id":7026,"date":"2026-02-02T18:16:01","date_gmt":"2026-02-02T17:16:01","guid":{"rendered":"https:\/\/liminal.pt\/martech-magazine\/?p=7026"},"modified":"2026-02-02T18:16:09","modified_gmt":"2026-02-02T17:16:09","slug":"why-smes-do-not-trust-their-own-data","status":"publish","type":"post","link":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/","title":{"rendered":"Why SMEs Do Not Trust Their Own Data?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u201cNumbers don\u2019t add up.\u201d<br>\u201cEvery report says something different.\u201d<br>\u201cI prefer to decide based on instinct.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These phrases are more common in SMEs than many companies like to admit. Despite living in an increasingly data-driven era, many organisations still make strategic decisions based on perceptions, personal experience or urgency of the moment, rather than on concrete information. The problem is not the lack of data. On the contrary, SMEs have more data than ever today. The real challenge lies in trust.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When data is scattered, outdated or poorly interpreted, it stops being a strategic asset and becomes a source of noise, frustration and a block to decision-making. In this article, we explore the main reasons why SMEs do not trust their own data, the risks associated with this distrust and the role that a well-implemented CRM can play in solving (or worsening) this problem.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Why in so many SMEs do they say \u201cthe data does not add up\u201d?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Before even analysing tools or reports, it is important to understand the origin of this widespread feeling of inconsistency. When different teams present different numbers for the same reality, trust in the data begins to disappear.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In most SMEs, this situation arises because each area works with its own version of the information. Marketing analyses leads in one tool, sales tracks opportunities in another, finance looks at billing in a different system and management tries to piece everything together in spreadsheets. Even if the data is correct at its source, the simple fact that it is isolated creates inevitable discrepancies.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Over time, this lack of alignment generates a perverse effect: instead of questioning the process or the structure of the data, the value of the data itself is questioned. And when this happens, the company begins to move away from an evidence-based culture.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. Scattered data: why is this the root of almost all problems?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Information fragmentation is, without a doubt, one of the greatest enemies of trust in data. CRM, email marketing tools, advertising platforms, billing software, customer support, Excel\u2026 each system holds a part of the story, but rarely the complete one.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When data is scattered:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">not only is there no clear view of the customer journey<br>but information updates depend on manual processes<br>duplicated, erroneous, or outdated data emerges<br>and analysis becomes slow and unreliable<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For an SME, where resources are limited and teams wear many hats, this dispersion becomes even more critical. Instead of supporting decision-making, data ends up demanding time, effort and constant interpretation, which ultimately drives teams away from using it.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. Why do similar reports show different numbers?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This is one of the most uncomfortable moments in any management meeting: two reports, two different numbers, for the same metric. The problem is rarely the report itself, but rather how the data is collected, transformed and interpreted.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Differences in the definition of metrics, such as what constitutes a qualified lead, when a sale is recorded or which period is being analysed, inconsistent criteria or updates at different times explain much of these divergences. Without clear and shared rules, each report reflects only a part of reality.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When this happens repeatedly, the consequence is predictable: reports stop being tools for decision-making and become seen as just another opinion. Trust is lost, and with it the ability to make fast and well-founded decisions.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"440\" src=\"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/Tiago-Final.jpg?resize=840%2C440&#038;ssl=1\" alt=\"empresas com AI crm conseguem lucrar duas vezes mais\" class=\"wp-image-6814\" srcset=\"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/Tiago-Final.jpg?resize=1024%2C536&amp;ssl=1 1024w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/Tiago-Final.jpg?resize=300%2C157&amp;ssl=1 300w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/Tiago-Final.jpg?resize=768%2C402&amp;ssl=1 768w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/Tiago-Final.jpg?w=1200&amp;ssl=1 1200w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">4. Lack of ownership: after all, who is responsible for the data?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Another critical factor in distrust of data is the absence of clear ownership. Who is responsible for ensuring that the data is correct, up to date and well used? Marketing? Sales? Finance? IT? Or no one in particular?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In SMEs, this responsibility often becomes diluted. Each team manages its own data, but no one assumes overall responsibility for the consistency and quality of the information. The result is predictable: poorly filled fields, incomplete data, redundant information and little discipline in using the tools.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Without ownership, there is no accountability. And without accountability, data loses strategic value. Building trust begins with clearly defining who manages, validates and governs the information.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. What impact does poor data quality have on decision-making?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">When data is unreliable, decision-making ceases to be a rational process and becomes an exercise in trial and error. SMEs end up investing in campaigns that do not yield returns, targeting less profitable markets or persisting with business strategies that seem to work in theory but fail in practice. The problem is not just the wrong decision, but the illusion of control created by numbers that do not reflect reality.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Furthermore, inconsistent data directly affects planning capacity. Sales forecasts become inaccurate, objectives are set based on weak estimates and management reacts to results instead of anticipating scenarios. In a growth context, this lack of predictability can compromise hiring, investments and even the financial health of the company.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">An additional impact, often ignored, is how poor data quality conditions innovation. When leadership does not trust available information, they become more conservative, avoid testing new approaches and postpone strategic decisions. The company enters a defensive cycle where the fear of making mistakes blocks opportunities for sustainable growth.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. Why more tools do not mean better data?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The temptation to add new tools often arises as a response to visibility or control problems. However, without a clear strategy, each new solution only adds more layers of complexity. Data ends up being recorded in multiple places with different logics, and integration becomes a permanent challenge.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instead of solving the problem of information quality, an excess of tools fragments data even more. Teams waste time reconciling numbers, exporting files and validating reports when that effort should be focused on analysis and action. The cost is not only technological, it is also operational and human.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">There is also a relevant side-effect: the more systems there are, the less discipline there is in their use. Teams begin to choose where to record information based on convenience rather than rules. This weakens any attempt to create consistency and turns technology into an obstacle instead of a facilitator.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">7. Can CRM solve the data problem\u2026 or make it worse?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">CRM is often presented as the centre of commercial operations and, in many cases, with good reason. A well-implemented CRM can centralise information, standardise processes and create a unique view of the customer. However, when adopted without planning, it can become just another under-used and poorly maintained system.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One of the most common errors is treating CRM as an administrative tool used only to record activities instead of a strategic system. When teams do not understand the value of CRM, data becomes incomplete, outdated or inconsistent, quickly undermining confidence in reports and analyses.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Another critical factor is the absence of CRM governance. Without clear rules about who can create, modify or delete data, the system degrades over time. A CRM only solves data problems when there is discipline, ongoing training and alignment between technology and the company\u2019s real processes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">8. How to create a single source of truth in an SME?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Creating a single source of truth does not mean eliminating all tools but rather defining precisely where the company\u2019s critical data lives. It is an exercise in simplification and alignment that requires conscious decisions about processes, responsibilities and technology.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The first step is identifying which data is truly strategic: customers, opportunities, sales, revenue, costs and key interactions. From there, it is necessary to ensure that this data is recorded consistently and accessible to all teams that depend on it. System integration becomes a means, not an end.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">An additional aspect is defining clear rules for updating and validating data. The single source of truth only works when there is confidence that the information is correct and up to date. This implies routines, automations and, above all, shared responsibility among teams.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">9. What role do Zoho and HubSpot play in data trust?<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"355\" src=\"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/03\/Hubspot-1.png?resize=840%2C355&#038;ssl=1\" alt=\"\" class=\"wp-image-6427\" style=\"width:736px;height:auto\" srcset=\"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/03\/Hubspot-1.png?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/03\/Hubspot-1.png?resize=300%2C127&amp;ssl=1 300w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/03\/Hubspot-1.png?resize=1024%2C433&amp;ssl=1 1024w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/03\/Hubspot-1.png?resize=768%2C324&amp;ssl=1 768w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Zoho and HubSpot offer ecosystems designed to reduce information fragmentation and make it easier to create an integrated view of the business. By combining CRM, automation, reporting and analytics, they allow SMEs to centralise data and align teams around common metrics.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These platforms help not only collect data but also structure and interpret it. Shared dashboards, validation automations and native integrations reduce manual errors and increase the consistency of information. When well configured, they become true decision-support systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is important to emphasise that the value of these platforms increases exponentially when there is a clear data strategy. Zoho and HubSpot do not impose discipline, but they make it possible. It is up to companies to decide how they want to use this capability to build trust and clarity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">10. How to start regaining trust in data, step by step?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Regaining trust in data requires a gradual and realistic approach. The first step is acknowledging that the problem exists and that it will not be resolved just by adding new tools. From there, it is essential to simplify metrics, eliminate redundancies and focus on what truly matters for the business.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Defining data ownership, aligning teams around common concepts and investing in training are fundamental steps. Small consistent improvements generate more impact than large poorly structured changes. Over time, data becomes more reliable and its use more natural.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">An additional element is the creation of regular data review routines. Meetings based on the same dashboards and indicators reinforce trust and create healthy data usage habits. Trust is built through repetition, clarity and consistency.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Distrust in data is a direct reflection of misaligned processes, unclear responsibilities and poorly utilised technology. For SMEs, overcoming this challenge is essential to grow with predictability, efficiency and security.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A well-implemented CRM combined with integrated platforms like Zoho or HubSpot can be a turning point. But the real success factor lies in strategy, culture and how a company chooses to treat data as a central asset.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At Liminal, we help SMEs create reliable data structures aligned with their real processes and objectives. Because trusting data is not a luxury; it is a fundamental condition for making better decisions and building sustainable growth.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><a href=\"https:\/\/liminal.pt\/livro-hiperpersonalizacao-martech\/\" target=\"_blank\" rel=\" noreferrer noopener\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"441\" src=\"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2024\/09\/share-livro.jpg?resize=840%2C441&#038;ssl=1\" alt=\"Livro: Do Zero \u00e0 Hiperpersonaliza\u00e7\u00e3o: Estrat\u00e9gias de Marketing, CRM e Automa\u00e7\u00e3o com Intelig\u00eancia Artificial na Era das MarTech\" class=\"wp-image-5764\" srcset=\"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2024\/09\/share-livro.jpg?resize=1024%2C538&amp;ssl=1 1024w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2024\/09\/share-livro.jpg?resize=300%2C158&amp;ssl=1 300w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2024\/09\/share-livro.jpg?resize=768%2C404&amp;ssl=1 768w, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2024\/09\/share-livro.jpg?w=1200&amp;ssl=1 1200w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">Rely on Liminal\u2019s CRM Experts<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The world of Marketing and Technology is constantly evolving. It is increasingly important to count on specialists who can ensure the successful integration of innovation into your business. For technology to truly drive business success, a well-defined strategy is essential one that guides the implementation, adoption, and evolution of systems.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As MarTech specialists,&nbsp;<a href=\"https:\/\/liminal.pt\/\" target=\"_blank\" rel=\"noreferrer noopener\">Liminal<\/a>&nbsp;offers an integrated perspective that combines Technology, Marketing, and Strategy. We ensure successful adoption and implementation of marketing technologies whether by helping you select the right systems for your company\u2019s challenges, adapting processes and workflows within existing platforms, or developing a tailored&nbsp;<a href=\"https:\/\/liminal.pt\/produtos\/crm.html\" target=\"_blank\" rel=\"noreferrer noopener\">CRM<\/a>&nbsp;&amp;&nbsp;<a href=\"https:\/\/liminal.pt\/produtos\/automacao-de-marketing.html\" target=\"_blank\" rel=\"noreferrer noopener\">Automation<\/a>&nbsp;strategy that supports business growth.<\/p>\n<div class=\"rtng-rating-total\" data-id=\"7026\"><span class=\"rtng-text rtng-title\">Feedback<\/span><div class=\"rtng-star-rating rtng-no-js \" data-rating=\"0\"><div class=\"rtng-star\" data-rating=\"1\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><div class=\"rtng-star\" data-rating=\"2\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><div class=\"rtng-star\" data-rating=\"3\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><div class=\"rtng-star\" data-rating=\"4\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><div class=\"rtng-star\" data-rating=\"5\">\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/div><\/div><span class=\"rtng-text rtng-total\">No rating yet<\/span><\/div><form action=\"\" method=\"post\" class=\"rtng-form\" data-id=\"7026\"><input type=\"hidden\" name=\"rtng_show_title\" value=\"1\"><span class=\"rtng-text rtng-vote-title\">O meu feedback:<\/span><div class=\"rtng-star-rating rtng-no-js rtng-active\" data-rating=\"\"><label class=\"rtng-star\" data-rating=\"1\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"1\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><label class=\"rtng-star\" data-rating=\"2\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"2\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><label class=\"rtng-star\" data-rating=\"3\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"3\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><label class=\"rtng-star\" data-rating=\"4\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"4\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><label class=\"rtng-star\" data-rating=\"5\">\n\t\t\t\t\t<input type=\"radio\"  name=\"rtng_rating[0]\" value=\"5\" \/>\n\t\t\t\t\t<span class=\"dashicons dashicons-star-empty\"><\/span>\n\t\t\t\t<\/label><\/div><noscript><input type=\"submit\" name=\"rtng_add_button\" class=\"rtng-add-button\" value=\"Rate\" \/><\/noscript>\n\t\t\t\t<input type=\"hidden\" name=\"rtng_object_type\" value=\"post\">\n\t\t\t\t<input type=\"hidden\" name=\"rtng_object_id\" value=\"0\">\n\t\t\t\t<input type=\"hidden\" name=\"rtng_post_id\" value=\"7026\"><input type=\"hidden\" id=\"rtng_nonce_button\" name=\"rtng_nonce_button\" value=\"b5f424d18a\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/martech-magazine\/wp-json\/wp\/v2\/posts\/7026\" \/><\/form>","protected":false},"excerpt":{"rendered":"<p>\u201cNumbers don\u2019t add up.\u201d\u201cEvery report says something different.\u201d\u201cI prefer to decide based on instinct.\u201d These phrases are more common in SMEs than many companies like to admit. Despite living in &hellip; <\/p>\n","protected":false},"author":14,"featured_media":7023,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[645],"tags":[],"class_list":["post-7026","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-strategy"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Why SMEs Do Not Trust Their Own Data? | Martech Magazine<\/title>\n<meta name=\"description\" content=\"Many SMEs do not trust their own data. Discover why this happens and the impact it has on decision-making.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why SMEs Do Not Trust Their Own Data? | Martech Magazine\" \/>\n<meta property=\"og:description\" content=\"Many SMEs do not trust their own data. Discover why this happens and the impact it has on decision-making.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/\" \/>\n<meta property=\"og:site_name\" content=\"Martech Magazine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Liminal-270123610141550\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-02T17:16:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-02T17:16:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/01\/119235.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2000\" \/>\n\t<meta property=\"og:image:height\" content=\"1333\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Dara Correia\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dara Correia\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/\"},\"author\":{\"name\":\"Dara Correia\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#\\\/schema\\\/person\\\/870bd144c500aab26df7c6bc61b4bed4\"},\"headline\":\"Why SMEs Do Not Trust Their Own Data?\",\"datePublished\":\"2026-02-02T17:16:01+00:00\",\"dateModified\":\"2026-02-02T17:16:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/\"},\"wordCount\":1790,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/liminal.pt\\\/martech-magazine\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/119235.jpg?fit=2000%2C1333&ssl=1\",\"articleSection\":[\"Strategy\"],\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/\",\"url\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/\",\"name\":\"Why SMEs Do Not Trust Their Own Data? | Martech Magazine\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/liminal.pt\\\/martech-magazine\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/119235.jpg?fit=2000%2C1333&ssl=1\",\"datePublished\":\"2026-02-02T17:16:01+00:00\",\"dateModified\":\"2026-02-02T17:16:09+00:00\",\"description\":\"Many SMEs do not trust their own data. Discover why this happens and the impact it has on decision-making.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/liminal.pt\\\/martech-magazine\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/119235.jpg?fit=2000%2C1333&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/liminal.pt\\\/martech-magazine\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/119235.jpg?fit=2000%2C1333&ssl=1\",\"width\":2000,\"height\":1333},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/en\\\/why-smes-do-not-trust-their-own-data\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"In\u00edcio\",\"item\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Why SMEs Do Not Trust Their Own Data?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#website\",\"url\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/\",\"name\":\"Martech Magazine\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#organization\",\"name\":\"Liminal\",\"url\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/liminal.pt\\\/martech-magazine\\\/wp-content\\\/uploads\\\/2019\\\/01\\\/logotipo-liminal.png?fit=3012%2C3319&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/liminal.pt\\\/martech-magazine\\\/wp-content\\\/uploads\\\/2019\\\/01\\\/logotipo-liminal.png?fit=3012%2C3319&ssl=1\",\"width\":3012,\"height\":3319,\"caption\":\"Liminal\"},\"image\":{\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/Liminal-270123610141550\\\/\",\"https:\\\/\\\/www.instagram.com\\\/liminalmarketing\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/liminalmarketing\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCmr6iaNEpIKmX2wfSfcgGWg\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/#\\\/schema\\\/person\\\/870bd144c500aab26df7c6bc61b4bed4\",\"name\":\"Dara Correia\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6227e3d319896007b27cc8e07bad9f555e484528bfa038607a19bed547660144?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6227e3d319896007b27cc8e07bad9f555e484528bfa038607a19bed547660144?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6227e3d319896007b27cc8e07bad9f555e484528bfa038607a19bed547660144?s=96&d=mm&r=g\",\"caption\":\"Dara Correia\"},\"url\":\"https:\\\/\\\/liminal.pt\\\/martech-magazine\\\/author\\\/dara-correia\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Why SMEs Do Not Trust Their Own Data? | Martech Magazine","description":"Many SMEs do not trust their own data. Discover why this happens and the impact it has on decision-making.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/","og_locale":"pt_PT","og_type":"article","og_title":"Why SMEs Do Not Trust Their Own Data? | Martech Magazine","og_description":"Many SMEs do not trust their own data. Discover why this happens and the impact it has on decision-making.","og_url":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/","og_site_name":"Martech Magazine","article_publisher":"https:\/\/www.facebook.com\/Liminal-270123610141550\/","article_published_time":"2026-02-02T17:16:01+00:00","article_modified_time":"2026-02-02T17:16:09+00:00","og_image":[{"width":2000,"height":1333,"url":"https:\/\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/01\/119235.jpg","type":"image\/jpeg"}],"author":"Dara Correia","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Dara Correia","Tempo estimado de leitura":"11 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/#article","isPartOf":{"@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/"},"author":{"name":"Dara Correia","@id":"https:\/\/liminal.pt\/martech-magazine\/#\/schema\/person\/870bd144c500aab26df7c6bc61b4bed4"},"headline":"Why SMEs Do Not Trust Their Own Data?","datePublished":"2026-02-02T17:16:01+00:00","dateModified":"2026-02-02T17:16:09+00:00","mainEntityOfPage":{"@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/"},"wordCount":1790,"commentCount":0,"publisher":{"@id":"https:\/\/liminal.pt\/martech-magazine\/#organization"},"image":{"@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/01\/119235.jpg?fit=2000%2C1333&ssl=1","articleSection":["Strategy"],"inLanguage":"pt-PT","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/","url":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/","name":"Why SMEs Do Not Trust Their Own Data? | Martech Magazine","isPartOf":{"@id":"https:\/\/liminal.pt\/martech-magazine\/#website"},"primaryImageOfPage":{"@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/#primaryimage"},"image":{"@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/01\/119235.jpg?fit=2000%2C1333&ssl=1","datePublished":"2026-02-02T17:16:01+00:00","dateModified":"2026-02-02T17:16:09+00:00","description":"Many SMEs do not trust their own data. Discover why this happens and the impact it has on decision-making.","breadcrumb":{"@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/"]}]},{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/#primaryimage","url":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/01\/119235.jpg?fit=2000%2C1333&ssl=1","contentUrl":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/01\/119235.jpg?fit=2000%2C1333&ssl=1","width":2000,"height":1333},{"@type":"BreadcrumbList","@id":"https:\/\/liminal.pt\/martech-magazine\/en\/why-smes-do-not-trust-their-own-data\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"In\u00edcio","item":"https:\/\/liminal.pt\/martech-magazine\/"},{"@type":"ListItem","position":2,"name":"Why SMEs Do Not Trust Their Own Data?"}]},{"@type":"WebSite","@id":"https:\/\/liminal.pt\/martech-magazine\/#website","url":"https:\/\/liminal.pt\/martech-magazine\/","name":"Martech Magazine","description":"","publisher":{"@id":"https:\/\/liminal.pt\/martech-magazine\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/liminal.pt\/martech-magazine\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-PT"},{"@type":"Organization","@id":"https:\/\/liminal.pt\/martech-magazine\/#organization","name":"Liminal","url":"https:\/\/liminal.pt\/martech-magazine\/","logo":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/liminal.pt\/martech-magazine\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2019\/01\/logotipo-liminal.png?fit=3012%2C3319&ssl=1","contentUrl":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2019\/01\/logotipo-liminal.png?fit=3012%2C3319&ssl=1","width":3012,"height":3319,"caption":"Liminal"},"image":{"@id":"https:\/\/liminal.pt\/martech-magazine\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/Liminal-270123610141550\/","https:\/\/www.instagram.com\/liminalmarketing\/","https:\/\/www.linkedin.com\/company\/liminalmarketing\/","https:\/\/www.youtube.com\/channel\/UCmr6iaNEpIKmX2wfSfcgGWg"]},{"@type":"Person","@id":"https:\/\/liminal.pt\/martech-magazine\/#\/schema\/person\/870bd144c500aab26df7c6bc61b4bed4","name":"Dara Correia","image":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/secure.gravatar.com\/avatar\/6227e3d319896007b27cc8e07bad9f555e484528bfa038607a19bed547660144?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/6227e3d319896007b27cc8e07bad9f555e484528bfa038607a19bed547660144?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/6227e3d319896007b27cc8e07bad9f555e484528bfa038607a19bed547660144?s=96&d=mm&r=g","caption":"Dara Correia"},"url":"https:\/\/liminal.pt\/martech-magazine\/author\/dara-correia\/"}]}},"jetpack-related-posts":[{"id":6982,"url":"https:\/\/liminal.pt\/martech-magazine\/en\/zero-party-data-the-new-pillar-of-personalization\/","url_meta":{"origin":7026,"position":0},"title":"Zero-Party Data: The New Pillar of Personalization","author":"Dara Correia","date":"12\/12\/2025","format":false,"excerpt":"The relationship between brands and consumers has profoundly changed in recent years. Growing privacy concerns, the disappearance of third-party cookies, and evolving legislation have forced companies to rethink how they collect and use data. At the same time, customers have become more demanding, expecting personalized experiences but unwilling to give\u2026","rel":"","context":"In &quot;Uncategorized&quot;","block_context":{"text":"Uncategorized","link":"https:\/\/liminal.pt\/martech-magazine\/en\/category\/uncategorized-en\/"},"img":{"alt_text":"data base","src":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/12\/2151967415.jpg?fit=1200%2C821&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/12\/2151967415.jpg?fit=1200%2C821&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/12\/2151967415.jpg?fit=1200%2C821&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/12\/2151967415.jpg?fit=1200%2C821&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/12\/2151967415.jpg?fit=1200%2C821&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":6756,"url":"https:\/\/liminal.pt\/martech-magazine\/en\/zoho-analytics-how-to-use-data-to-make-smarter-decisions\/","url_meta":{"origin":7026,"position":1},"title":"Zoho Analytics: How to Use Data to Make Smarter Decisions","author":"Dara Correia","date":"06\/08\/2025","format":false,"excerpt":"The digital transformation of businesses has brought a strategic challenge: how can companies make faster and more accurate decisions in an environment with increasing data volumes and constantly changing market variables? For many companies, the answer lies in adopting Business Intelligence (BI) tools capable of turning raw data into actionable\u2026","rel":"","context":"In &quot;Marketing Analytics&quot;","block_context":{"text":"Marketing Analytics","link":"https:\/\/liminal.pt\/martech-magazine\/en\/category\/marketing-analytics\/"},"img":{"alt_text":"dados","src":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/08\/markus-winkler-kA7zREkzrBw-unsplash.jpg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/08\/markus-winkler-kA7zREkzrBw-unsplash.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/08\/markus-winkler-kA7zREkzrBw-unsplash.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/08\/markus-winkler-kA7zREkzrBw-unsplash.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/08\/markus-winkler-kA7zREkzrBw-unsplash.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":6962,"url":"https:\/\/liminal.pt\/martech-magazine\/en\/revenue-operations-revops-buzzword-or-essential-strategy-for-smes\/","url_meta":{"origin":7026,"position":2},"title":"Revenue Operations (RevOps): buzzword or essential strategy for SMEs?","author":"Dara Correia","date":"14\/11\/2025","format":false,"excerpt":"In recent years, the pressure to align marketing, sales and customer support has been increasing. Companies can no longer rely on isolated departments operating with different goals and disconnected systems. In a market where every interaction matters, the customer experience is shaped across the entire journey, from the first campaign\u2026","rel":"","context":"In &quot;MarTech&quot;","block_context":{"text":"MarTech","link":"https:\/\/liminal.pt\/martech-magazine\/en\/category\/martech-en\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/11\/2150169860.jpg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/11\/2150169860.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/11\/2150169860.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/11\/2150169860.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/11\/2150169860.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":6878,"url":"https:\/\/liminal.pt\/martech-magazine\/en\/crm-vs-cdp-2\/","url_meta":{"origin":7026,"position":3},"title":"CRM vs CDP: What is the difference and when does it make sense to invest in a Customer Data Platform?","author":"Dara Correia","date":"01\/10\/2025","format":false,"excerpt":"In recent years, the way companies collect, organize, and use customer data has changed radically. Digitalization has brought with it an increasing volume of information from various touchpoints such as websites, social media, email campaigns, customer service interactions, e-commerce, and more. In this context, organizations are increasingly seeking tools that\u2026","rel":"","context":"In &quot;CRM&quot;","block_context":{"text":"CRM","link":"https:\/\/liminal.pt\/martech-magazine\/en\/category\/customer-relationship-management\/"},"img":{"alt_text":"CRM vs. CDP","src":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/New-Features-1-1-scaled.png?fit=1200%2C600&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/New-Features-1-1-scaled.png?fit=1200%2C600&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/New-Features-1-1-scaled.png?fit=1200%2C600&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/New-Features-1-1-scaled.png?fit=1200%2C600&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2025\/09\/New-Features-1-1-scaled.png?fit=1200%2C600&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":7065,"url":"https:\/\/liminal.pt\/martech-magazine\/en\/the-definitive-guide-to-artificial-intelligence-in-crm-how-to-turn-data-into-decisions-and-relationships-into-revenue\/","url_meta":{"origin":7026,"position":4},"title":"The Definitive Guide to Artificial Intelligence in CRM: How to Turn Data into Decisions and Relationships into Revenue","author":"Alexandre Peric\u00e3o","date":"05\/03\/2026","format":false,"excerpt":"The world of marketing and sales is undergoing its deepest transformation since the emergence of search engines. For decades, CRM was seen merely as a \u201csystem of record\u201d, that is, a place to store contacts and meeting notes reactively. However, we are entering an era where CRM becomes the \u201coperational\u2026","rel":"","context":"In &quot;Artificial Intelligence&quot;","block_context":{"text":"Artificial Intelligence","link":"https:\/\/liminal.pt\/martech-magazine\/en\/category\/inteligencia-artificial-en\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/03\/double-exposure-mans-hands-holding-using-digital-device-ar-glasses-drawing-virtual-reality-concept-1-1.jpg?fit=1125%2C750&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/03\/double-exposure-mans-hands-holding-using-digital-device-ar-glasses-drawing-virtual-reality-concept-1-1.jpg?fit=1125%2C750&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/03\/double-exposure-mans-hands-holding-using-digital-device-ar-glasses-drawing-virtual-reality-concept-1-1.jpg?fit=1125%2C750&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/03\/double-exposure-mans-hands-holding-using-digital-device-ar-glasses-drawing-virtual-reality-concept-1-1.jpg?fit=1125%2C750&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/03\/double-exposure-mans-hands-holding-using-digital-device-ar-glasses-drawing-virtual-reality-concept-1-1.jpg?fit=1125%2C750&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":7422,"url":"https:\/\/liminal.pt\/martech-magazine\/en\/9-crm-implementation-risks-every-ceo-should-know\/","url_meta":{"origin":7026,"position":5},"title":"9 CRM Implementation Risks Every CEO Should Know","author":"Dara Correia","date":"22\/07\/2026","format":false,"excerpt":"Implementing a CRM is a strategic decision for any company that wants to organise sales data, improve lead follow up, increase sales predictability and create a stronger foundation for marketing, sales and customer service. However, a poorly planned CRM implementation can have the opposite effect. Instead of increasing productivity, it\u2026","rel":"","context":"In &quot;CRM&quot;","block_context":{"text":"CRM","link":"https:\/\/liminal.pt\/martech-magazine\/en\/category\/customer-relationship-management\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/07\/2150038419-1.jpg?fit=1200%2C797&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/07\/2150038419-1.jpg?fit=1200%2C797&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/07\/2150038419-1.jpg?fit=1200%2C797&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/07\/2150038419-1.jpg?fit=1200%2C797&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/07\/2150038419-1.jpg?fit=1200%2C797&ssl=1&resize=1050%2C600 3x"},"classes":[]}],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/liminal.pt\/martech-magazine\/wp-content\/uploads\/2026\/01\/119235.jpg?fit=2000%2C1333&ssl=1","_links":{"self":[{"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/posts\/7026","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/comments?post=7026"}],"version-history":[{"count":2,"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/posts\/7026\/revisions"}],"predecessor-version":[{"id":7028,"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/posts\/7026\/revisions\/7028"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/media\/7023"}],"wp:attachment":[{"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/media?parent=7026"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/categories?post=7026"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/liminal.pt\/martech-magazine\/wp-json\/wp\/v2\/tags?post=7026"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}