https://metadata.io/resources/blog/ B2B paid media: benchmarks, playbooks and what the agents are doing, from Metadata. en-us Mon, 14 Sep 2026 23:12:15 GMT https://metadata.io/resources/blog/what-is-a-good-ctr-for-b2b-ads https://metadata.io/resources/blog/what-is-a-good-ctr-for-b2b-ads Wed, 26 Aug 2026 00:00:00 GMT B2B ad CTR ran 0.67% on LinkedIn, 0.79% on Facebook and 6.33% on Google Ads across 314 advertisers in Metadata's 2026 benchmark of $57.6M of 2025 spend. https://metadata.io/resources/blog/what-linkedin-ads-cost https://metadata.io/resources/blog/what-linkedin-ads-cost Tue, 25 Aug 2026 00:00:00 GMT LinkedIn ads cost a median $202 per lead, $63.19 CPM and $9.39 CPC across 138 B2B advertisers in Metadata's 2025 benchmark of $57.6M in ad spend. https://metadata.io/resources/blog/revenue-marketing-fundamentals https://metadata.io/resources/blog/revenue-marketing-fundamentals Fri, 26 Jun 2026 00:00:00 GMT Revenue marketing means tying every dollar you spend to actual pipeline and closed deals, not vanity metrics. https://metadata.io/resources/blog/mastering-pipeline-marketing https://metadata.io/resources/blog/mastering-pipeline-marketing Tue, 23 Jun 2026 00:00:00 GMT Pipeline marketing is how you stop counting leads and start counting revenue—by managing accounts through the entire buyer journey https://metadata.io/resources/blog/marketing-attribution-b2b https://metadata.io/resources/blog/marketing-attribution-b2b Fri, 19 Jun 2026 00:00:00 GMT B2B marketing attribution is how you figure out which campaigns actually drive revenue https://metadata.io/resources/blog/sourced-vs-influenced-pipeline https://metadata.io/resources/blog/sourced-vs-influenced-pipeline Tue, 16 Jun 2026 00:00:00 GMT Most B2B marketers track either sourced pipeline (what started the deal) or influenced pipeline https://metadata.io/resources/blog/cost-per-opportunity-formula https://metadata.io/resources/blog/cost-per-opportunity-formula Fri, 12 Jun 2026 00:00:00 GMT Most B2B marketers are tracking the wrong metric. Cost per opportunity tells you exactly how much https://metadata.io/resources/blog/account-based-advertising-strategy https://metadata.io/resources/blog/account-based-advertising-strategy Tue, 09 Jun 2026 00:00:00 GMT Most B2B advertising wastes money showing ads to people who will never buy from you. https://metadata.io/resources/blog/build-target-account-list https://metadata.io/resources/blog/build-target-account-list Fri, 05 Jun 2026 00:00:00 GMT Most B2B marketers build target account lists once, save them in a spreadsheet, and watch them go stale https://metadata.io/resources/blog/abm-strategy-framework https://metadata.io/resources/blog/abm-strategy-framework Tue, 02 Jun 2026 00:00:00 GMT Most B2B marketers treat ABM like a buzzword—they slap the label on their existing demand gen https://metadata.io/resources/blog/how-to-account-based-marketing https://metadata.io/resources/blog/how-to-account-based-marketing Fri, 29 May 2026 00:00:00 GMT Account-based marketing is the smartest way to generate B2B pipeline, but most companies do it manually https://metadata.io/resources/blog/account-based-marketing-platforms https://metadata.io/resources/blog/account-based-marketing-platforms Tue, 26 May 2026 00:00:00 GMT Most B2B marketers treat ABM platforms like they’re all the same—another dashboard to check, another tool to manage. https://metadata.io/resources/blog/identity-resolution-marketing-2 https://metadata.io/resources/blog/identity-resolution-marketing-2 Mon, 25 May 2026 00:00:00 GMT Identity resolution is how you figure out that the anonymous website visitor, the webinar lead, and the contact in your CRM are all the same person https://metadata.io/resources/blog/ai-go-to-market-tools https://metadata.io/resources/blog/ai-go-to-market-tools Fri, 15 May 2026 00:00:00 GMT AI tools for GTM teams exist to automate the repetitive work that bogs down your marketing, sales, and customer success teams. https://metadata.io/resources/blog/abm-vs-lead-gen https://metadata.io/resources/blog/abm-vs-lead-gen Mon, 11 May 2026 00:00:00 GMT The choice between account-based marketing (ABM) vs lead generation is a practical decision that affects your https://metadata.io/resources/blog/ai-vs-human-expertise https://metadata.io/resources/blog/ai-vs-human-expertise Mon, 11 May 2026 00:00:00 GMT The whole AI vs. human debate in marketing is pointless because it’s not a competition—it’s a partnership. https://metadata.io/resources/blog/best-marketing-tools-small-business https://metadata.io/resources/blog/best-marketing-tools-small-business Mon, 11 May 2026 00:00:00 GMT Small businesses need marketing tools to grow without burning out, but most marketers waste time duct-taping together free software. https://metadata.io/resources/blog/cross-channel-marketing https://metadata.io/resources/blog/cross-channel-marketing Mon, 11 May 2026 00:00:00 GMT If your marketing efforts feel scattered and miss the mark across email, social media, and mobile, https://metadata.io/resources/blog/marketing-automation-roi-2 https://metadata.io/resources/blog/marketing-automation-roi-2 Mon, 11 May 2026 00:00:00 GMT Most B2B marketers calculate marketing automation ROI wrong because they count vanity metrics like email opens and MQLs instead of actual pipeline and reve https://metadata.io/resources/blog/metadata-named-to-inc-magazines-best-workplaces-2022 https://metadata.io/resources/blog/metadata-named-to-inc-magazines-best-workplaces-2022 Mon, 11 May 2026 00:00:00 GMT Tech company recognized for its culture and investment into the growth and development of its employees https://metadata.io/resources/blog/stop-chasing-ghost-signals https://metadata.io/resources/blog/stop-chasing-ghost-signals Mon, 11 May 2026 00:00:00 GMT Why intent data is collapsing — and what’s next for B2B marketing. https://metadata.io/resources/blog/were-breaking-free-why-its-time-for-demand-gen-marketers-to-own-their-data https://metadata.io/resources/blog/were-breaking-free-why-its-time-for-demand-gen-marketers-to-own-their-data Mon, 11 May 2026 00:00:00 GMT I am shocked. S-H-O-C-K-E-D.  By what? That many people reading our 2023 B2B paid social benchmark https://metadata.io/resources/blog/when-do-diy-paid-campaigns-make-sense https://metadata.io/resources/blog/when-do-diy-paid-campaigns-make-sense Mon, 11 May 2026 00:00:00 GMT Almost never. Am I biased? Sure, but I genuinely believe that.   Maybe—and I mean maybe—it makes https://metadata.io/resources/blog/marketing-workflow-automation https://metadata.io/resources/blog/marketing-workflow-automation Thu, 07 May 2026 00:00:00 GMT Marketing workflow automation is how you stop manually uploading audience lists and start building a system that runs itself. https://metadata.io/resources/blog/ad-performance-tracking https://metadata.io/resources/blog/ad-performance-tracking Tue, 28 Apr 2026 00:00:00 GMT Most B2B marketers track ad performance by staring at clicks and impressions, then wondering why their CFO keeps questioning the marketing budget. https://metadata.io/resources/blog/ai-powered-ad-testing https://metadata.io/resources/blog/ai-powered-ad-testing Mon, 20 Apr 2026 00:00:00 GMT Manual ad testing is slow, expensive, and forces you to guess which campaigns will actually work. This guide shows you how AI ad testing runs hundreds of e https://metadata.io/resources/blog/ai-powered-google-ads-tools https://metadata.io/resources/blog/ai-powered-google-ads-tools Thu, 16 Apr 2026 00:00:00 GMT Google Ads AI tools promise to automate your campaigns and save you time, but most B2B marketers are either using them wrong or wasting budget https://metadata.io/resources/blog/linkedin-ads-conversion-tracking-2 https://metadata.io/resources/blog/linkedin-ads-conversion-tracking-2 Tue, 14 Apr 2026 00:00:00 GMT LinkedIn conversion tracking tells you what happens after someone clicks your ad—whether they requested a demo, downloaded content, or just bounced. https://metadata.io/resources/blog/ad-performance-2 https://metadata.io/resources/blog/ad-performance-2 Fri, 03 Apr 2026 00:00:00 GMT Most B2B marketers are drowning in ad metrics that don’t matter while the numbers that actually connect to revenue get ignored. https://metadata.io/resources/blog/marketing-campaign-optimization-challenges https://metadata.io/resources/blog/marketing-campaign-optimization-challenges Wed, 01 Apr 2026 00:00:00 GMT Campaign optimization should be straightforward—test what works, kill what doesn’t, and spend your budget smarter. But if you’re spending serio https://metadata.io/resources/blog/marketing-operations-specialist-2 https://metadata.io/resources/blog/marketing-operations-specialist-2 Tue, 31 Mar 2026 00:00:00 GMT Marketing ops specialists are the people who make your marketing engine actually work—connecting the systems, cleaning the data, and building the processes https://metadata.io/resources/blog/facebook-ads-best-practices https://metadata.io/resources/blog/facebook-ads-best-practices Sat, 28 Mar 2026 00:00:00 GMT Discover Facebook Ads best practices such as audience targeting, creative formats, and analytics. https://metadata.io/resources/blog/agentic-gtm https://metadata.io/resources/blog/agentic-gtm Thu, 26 Mar 2026 00:00:00 GMT Agentic GTM is when AI agents run your go-to-market strategy for you—not just suggesting what to do, but actually doing it. https://metadata.io/resources/blog/identify-anonymous-website-visitors https://metadata.io/resources/blog/identify-anonymous-website-visitors Tue, 24 Mar 2026 00:00:00 GMT You’re spending thousands on ads to drive traffic to your website, and then 98% of those visitors leave without telling you who they are. https://metadata.io/resources/blog/ai-go-to-market-strategy https://metadata.io/resources/blog/ai-go-to-market-strategy Mon, 23 Mar 2026 00:00:00 GMT Most B2B marketers are still building campaigns the same way they did five years ago—manually targeting audiences, adjusting bids, and hoping the leads tha https://metadata.io/resources/blog/adwords-data-not-showing-in-analytics-2 https://metadata.io/resources/blog/adwords-data-not-showing-in-analytics-2 Fri, 20 Mar 2026 00:00:00 GMT Your Google Ads data isn't showing up in Analytics because your accounts aren't linked properly, auto-tagging is off, or something on your site is breaking the connection https://metadata.io/resources/blog/digital-advertising https://metadata.io/resources/blog/digital-advertising Wed, 18 Mar 2026 00:00:00 GMT Digital advertising is the fastest way to reach buyers who are already looking for what you sell. This guide covers how to run campaigns that generate pipe https://metadata.io/resources/blog/b2b-marketing-metrics-2 https://metadata.io/resources/blog/b2b-marketing-metrics-2 Tue, 17 Mar 2026 00:00:00 GMT Most B2B marketers track way too many numbers and not enough of the ones that actually matter. https://metadata.io/resources/blog/ai-in-b2b-marketing https://metadata.io/resources/blog/ai-in-b2b-marketing Wed, 11 Mar 2026 00:00:00 GMT AI in B2B marketing isn't about robots taking over your job—it's about getting back the 60% of your week you waste on manual campaign work so you can actually do strategy. https://metadata.io/resources/blog/roi-digital-advertising https://metadata.io/resources/blog/roi-digital-advertising Mon, 09 Mar 2026 00:00:00 GMT How to calculate real ROI on B2B ads, and what 153 advertisers actually returned: 0.56x in the first year at $58,887 per customer. https://metadata.io/resources/blog/ad-testing https://metadata.io/resources/blog/ad-testing Thu, 05 Mar 2026 00:00:00 GMT Most B2B marketers run ads, cross their fingers, and hope something works. This guide walks you through how to actually test your ads—what to test, how to test it, and why automation beats the manual spreadsheet nightmare https://metadata.io/resources/blog/why-multivariate-testing-matters-marketers https://metadata.io/resources/blog/why-multivariate-testing-matters-marketers Thu, 29 Jan 2026 00:00:00 GMT Here at Metadata, you’ll hear us refer to multivariate testing a lot. Why do companies use https://metadata.io/resources/blog/intent-signals https://metadata.io/resources/blog/intent-signals Tue, 27 Jan 2026 00:00:00 GMT Most B2B marketers are burning half their ad budget on companies that have zero intention of buying from them. Intent signals fix that by showing you exact https://metadata.io/resources/blog/ad-performance https://metadata.io/resources/blog/ad-performance Tue, 20 Jan 2026 00:00:00 GMT Most B2B marketers are drowning in ad metrics that don't matter while the numbers that actually connect to revenue get ignored. https://metadata.io/resources/blog/the-new-world-of-b2b-gtm-2026-beyond https://metadata.io/resources/blog/the-new-world-of-b2b-gtm-2026-beyond Sun, 14 Dec 2025 00:00:00 GMT This article diagnoses the critical failure in modern B2B GTM strategies. It argues that GTM effectiveness has collapsed. https://metadata.io/resources/blog/metadata-io-accelerates-the-future-of-digital-advertising-with-launch-of-metadataone-and-f1-academy-sponsorship https://metadata.io/resources/blog/metadata-io-accelerates-the-future-of-digital-advertising-with-launch-of-metadataone-and-f1-academy-sponsorship Tue, 18 Nov 2025 00:00:00 GMT AI-driven marketing leader unveils MetadataONE and partners with F1 Academy driver Nicole Havrda to champion speed, https://metadata.io/resources/blog/the-new-era-of-retargeting-best-practices https://metadata.io/resources/blog/the-new-era-of-retargeting-best-practices Sat, 25 Oct 2025 00:00:00 GMT Why have B2B marketers approached retargeting the same way B2C marketers have? We’re not selling sneakers. https://metadata.io/resources/blog/reddit-ads-playbook-for-b2b-saas https://metadata.io/resources/blog/reddit-ads-playbook-for-b2b-saas Tue, 14 Oct 2025 00:00:00 GMT Learn Reddit Ads Playbook for B2B SaaS for B2B demand generation, with practical campaign guidance and Metadata's paid media execution perspective. https://metadata.io/resources/blog/what-is-an-mcp-server https://metadata.io/resources/blog/what-is-an-mcp-server Fri, 22 Aug 2025 00:00:00 GMT Learn What Is an MCP Server? A Complete Guide for GTM Teams for B2B demand generation, with practical campaign guidance and Metadata's paid media execution perspective. https://metadata.io/resources/blog/the-next-era-of-b2b-marketing-3-seismic-shifts-that-will-redefine-gtm-strategy https://metadata.io/resources/blog/the-next-era-of-b2b-marketing-3-seismic-shifts-that-will-redefine-gtm-strategy Mon, 21 Jul 2025 00:00:00 GMT Let’s be real: The old rules of B2B marketing are being rewritten—by buyers, by AI, and by the dizzying speed of change.