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macksc
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cam-industry-snapshots

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	<title>How MackSC Measures the Cam Industry: Methodology \| MackSC</title>
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!important;}.has-theme-palette-14-background-color{background-color: var(--wp--preset--color--theme-palette-14) !important;}.has-theme-palette-15-background-color{background-color: var(--wp--preset--color--theme-palette-15) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-theme-palette-1-border-color{border-color: var(--wp--preset--color--theme-palette-1) !important;}.has-theme-palette-2-border-color{border-color: var(--wp--preset--color--theme-palette-2) !important;}.has-theme-palette-3-border-color{border-color: var(--wp--preset--color--theme-palette-3) !important;}.has-theme-palette-4-border-color{border-color: var(--wp--preset--color--theme-palette-4) !important;}.has-theme-palette-5-border-color{border-color: var(--wp--preset--color--theme-palette-5) !important;}.has-theme-palette-6-border-color{border-color: var(--wp--preset--color--theme-palette-6) !important;}.has-theme-palette-7-border-color{border-color: var(--wp--preset--color--theme-palette-7) !important;}.has-theme-palette-8-border-color{border-color: var(--wp--preset--color--theme-palette-8) !important;}.has-theme-palette-9-border-color{border-color: var(--wp--preset--color--theme-palette-9) !important;}.has-theme-palette-10-border-color{border-color: var(--wp--preset--color--theme-palette-10) !important;}.has-theme-palette-11-border-color{border-color: var(--wp--preset--color--theme-palette-11) !important;}.has-theme-palette-12-border-color{border-color: var(--wp--preset--color--theme-palette-12) !important;}.has-theme-palette-13-border-color{border-color: var(--wp--preset--color--theme-palette-13) !important;}.has-theme-palette-14-border-color{border-color: var(--wp--preset--color--theme-palette-14) !important;}.has-theme-palette-15-border-color{border-color: var(--wp--preset--color--theme-palette-15) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;}.has-larger-font-size{font-size: var(--wp--preset--font-size--larger) !important;}.has-xxlarge-font-size{font-size: var(--wp--preset--font-size--xxlarge) !important;}
	/# sourceURL=global-styles-inline-css /
	</style>

	<link rel='stylesheet' id='macksc-age-gate-css' href='https://macksc.com/wp-content/themes/kadence/age-gate.css?ver=1.1.0' media='all' />
	<link rel='stylesheet' id='macksc-live-css' href='https://macksc.com/wp-content/mu-plugins/macksc-live.css?ver=2.4.0' media='all' />
	<link rel='stylesheet' id='macksc-conversion-css' href='https://macksc.com/wp-content/mu-plugins/macksc-conversion.css?ver=2.5.0' media='all' />
	<link rel='stylesheet' id='kadence-global-css' href='https://macksc.com/wp-content/themes/kadence/assets/css/global.min.css' media='all' />
	<style id="kadence-global-inline-css">
	/* Kadence Base CSS */
	:root{--global-palette10:oklch(from var(--global-palette1) calc(l + 0.10 * (1 - l)) calc(c * 1.00) calc(h + 180) / 100%);--global-palette11:#13612e;--global-palette12:#1159af;--global-palette13:#b82105;--global-palette14:#f7630c;--global-palette15:#f5a524;--global-palette-highlight:var(--global-palette1);--global-palette-highlight-alt:var(--global-palette2);--global-palette-highlight-alt2:var(--global-palette9);--global-palette-btn-bg:var(--global-palette1);--global-palette-btn-bg-hover:var(--global-palette2);--global-palette-btn:var(--global-palette9);--global-palette-btn-hover:var(--global-palette9);--global-palette-btn-sec-bg:var(--global-palette7);--global-palette-btn-sec-bg-hover:var(--global-palette2);--global-palette-btn-sec:var(--global-palette3);--global-palette-btn-sec-hover:var(--global-palette9);--global-body-font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",Roboto,Oxygen-Sans,Ubuntu,Cantarell,"Helvetica Neue",sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";--global-heading-font-family:inherit;--global-primary-nav-font-family:inherit;--global-fallback-font:sans-serif;--global-display-fallback-font:sans-serif;--global-content-width:1290px;--global-content-wide-width:calc(1290px + 230px);--global-content-narrow-width:842px;--global-content-edge-padding:1.5rem;--global-content-boxed-padding:2rem;--global-calc-content-width:calc(1290px - var(--global-content-edge-padding) - var(--global-content-edge-padding) );--wp--style--global--content-size:var(--global-calc-content-width);}.wp-site-blocks{--global-vw:calc( 100vw - ( 0.5 * var(--scrollbar-offset)));}body{background:var(--global-palette8);}body, input, select, optgroup, textarea{font-weight:400;font-size:17px;line-height:1.6;font-family:var(--global-body-font-family);color:var(--global-palette4);}.content-bg, body.content-style-unboxed .site{background:var(--global-palette9);}h1,h2,h3,h4,h5,h6{font-family:var(--global-heading-font-family);}h1{font-weight:700;font-size:32px;line-height:1.5;color:var(--global-palette3);}h2{font-weight:700;font-size:28px;line-height:1.5;color:var(--global-palette3);}h3{font-weight:700;font-size:24px;line-height:1.5;color:var(--global-palette3);}h4{font-weight:700;font-size:22px;line-height:1.5;color:var(--global-palette4);}h5{font-weight:700;font-size:20px;line-height:1.5;color:var(--global-palette4);}h6{font-weight:700;font-size:18px;line-height:1.5;color:var(--global-palette5);}.entry-hero .kadence-breadcrumbs{max-width:1290px;}.site-container, .site-header-row-layout-contained, .site-footer-row-layout-contained, .entry-hero-layout-contained, .comments-area, .alignfull > .wp-block-cover__inner-container, .alignwide > .wp-block-cover__inner-container{max-width:var(--global-content-width);}.content-width-narrow .content-container.site-container, .content-width-narrow .hero-container.site-container{max-width:var(--global-content-narrow-width);}@media all and (min-width: 1520px){.wp-site-blocks .content-container .alignwide{margin-left:-115px;margin-right:-115px;width:unset;max-width:unset;}}@media all and (min-width: 1102px){.content-width-narrow .wp-site-blocks .content-container .alignwide{margin-left:-130px;margin-right:-130px;width:unset;max-width:unset;}}.content-style-boxed .wp-site-blocks .entry-content .alignwide{margin-left:calc( -1 * var( --global-content-boxed-padding ) );margin-right:calc( -1 * var( --global-content-boxed-padding ) );}.content-area{margin-top:5rem;margin-bottom:5rem;}@media all and (max-width: 1024px){.content-area{margin-top:3rem;margin-bottom:3rem;}}@media all and (max-width: 767px){.content-area{margin-top:2rem;margin-bottom:2rem;}}@media all and (max-width: 1024px){:root{--global-content-boxed-padding:2rem;}}@media all and (max-width: 767px){:root{--global-content-boxed-padding:1.5rem;}}.entry-content-wrap{padding:2rem;}@media all and (max-width: 1024px){.entry-content-wrap{padding:2rem;}}@media all and (max-width: 767px){.entry-content-wrap{padding:1.5rem;}}.entry.single-entry{box-shadow:0px 15px 15px -10px rgba(0,0,0,0.05);}.entry.loop-entry{box-shadow:0px 15px 15px -10px rgba(0,0,0,0.05);}.loop-entry .entry-content-wrap{padding:2rem;}@media all and (max-width: 1024px){.loop-entry .entry-content-wrap{padding:2rem;}}@media all and (max-width: 767px){.loop-entry .entry-content-wrap{padding:1.5rem;}}button, .button, .wp-block-button__link, input[type="button"], input[type="reset"], input[type="submit"], .fl-button, .elementor-button-wrapper .elementor-button, .wc-block-components-checkout-place-order-button, .wc-block-cart__submit{box-shadow:0px 0px 0px -7px rgba(0,0,0,0);}button:hover, button:focus, button:active, .button:hover, .button:focus, .button:active, .wp-block-button__link:hover, .wp-block-button__link:focus, .wp-block-button__link:active, input[type="button"]:hover, input[type="button"]:focus, input[type="button"]:active, input[type="reset"]:hover, input[type="reset"]:focus, input[type="reset"]:active, input[type="submit"]:hover, input[type="submit"]:focus, input[type="submit"]:active, .elementor-button-wrapper .elementor-button:hover, .elementor-button-wrapper .elementor-button:focus, .elementor-button-wrapper .elementor-button:active, .wc-block-cart__submit:hover{box-shadow:0px 15px 25px -7px rgba(0,0,0,0.1);}.kb-button.kb-btn-global-outline.kb-btn-global-inherit{padding-top:calc(px - 2px);padding-right:calc(px - 2px);padding-bottom:calc(px - 2px);padding-left:calc(px - 2px);}@media all and (min-width: 1025px){.transparent-header .entry-hero .entry-hero-container-inner{padding-top:80px;}}@media all and (max-width: 1024px){.mobile-transparent-header .entry-hero .entry-hero-container-inner{padding-top:80px;}}@media all and (max-width: 767px){.mobile-transparent-header .entry-hero .entry-hero-container-inner{padding-top:80px;}}.entry-hero.page-hero-section .entry-header{min-height:200px;}
	/* Kadence Header CSS */
	@media all and (max-width: 1024px){.mobile-transparent-header #masthead{position:absolute;left:0px;right:0px;z-index:100;}.kadence-scrollbar-fixer.mobile-transparent-header #masthead{right:var(--scrollbar-offset,0);}.mobile-transparent-header #masthead, .mobile-transparent-header .site-top-header-wrap .site-header-row-container-inner, .mobile-transparent-header .site-main-header-wrap .site-header-row-container-inner, .mobile-transparent-header .site-bottom-header-wrap .site-header-row-container-inner{background:transparent;}.site-header-row-tablet-layout-fullwidth, .site-header-row-tablet-layout-standard{padding:0px;}}@media all and (min-width: 1025px){.transparent-header #masthead{position:absolute;left:0px;right:0px;z-index:100;}.transparent-header.kadence-scrollbar-fixer #masthead{right:var(--scrollbar-offset,0);}.transparent-header #masthead, .transparent-header .site-top-header-wrap .site-header-row-container-inner, .transparent-header .site-main-header-wrap .site-header-row-container-inner, .transparent-header .site-bottom-header-wrap .site-header-row-container-inner{background:transparent;}}.site-branding{padding:0px 0px 0px 0px;}.site-branding .site-title{font-weight:700;font-size:26px;line-height:1.2;color:var(--global-palette3);}#masthead, #masthead .kadence-sticky-header.item-is-fixed:not(.item-at-start):not(.site-header-row-container):not(.site-main-header-wrap), #masthead .kadence-sticky-header.item-is-fixed:not(.item-at-start) > .site-header-row-container-inner{background:#ffffff;}.site-main-header-inner-wrap{min-height:80px;}.header-navigation[class*="header-navigation-style-underline"] .header-menu-container.primary-menu-container>ul>li>a:after{width:calc( 100% - 1.2em);}.main-navigation .primary-menu-container > ul > li.menu-item > a{padding-left:calc(1.2em / 2);padding-right:calc(1.2em / 2);padding-top:0.6em;padding-bottom:0.6em;color:var(--global-palette5);}.main-navigation .primary-menu-container > ul > li.menu-item .dropdown-nav-special-toggle{right:calc(1.2em / 2);}.main-navigation .primary-menu-container > ul > li.menu-item > a:hover{color:var(--global-palette-highlight);}.main-navigation .primary-menu-container > ul > li.menu-item.current-menu-item > a{color:var(--global-palette3);}.header-navigation .header-menu-container ul ul.sub-menu, .header-navigation .header-menu-container ul ul.submenu{background:var(--global-palette3);box-shadow:0px 2px 13px 0px rgba(0,0,0,0.1);}.header-navigation .header-menu-container ul ul li.menu-item, .header-menu-container ul.menu > li.kadence-menu-mega-enabled > ul > li.menu-item > a{border-bottom:1px solid rgba(255,255,255,0.1);border-radius:0px 0px 0px 0px;}.header-navigation .header-menu-container ul ul li.menu-item > a{width:200px;padding-top:1em;padding-bottom:1em;color:var(--global-palette8);font-size:12px;}.header-navigation .header-menu-container ul ul li.menu-item > a:hover{color:var(--global-palette9);background:var(--global-palette4);border-radius:0px 0px 0px 0px;}.header-navigation .header-menu-container ul ul li.menu-item.current-menu-item > a{color:var(--global-palette9);background:var(--global-palette4);border-radius:0px 0px 0px 0px;}.mobile-toggle-open-container .menu-toggle-open, .mobile-toggle-open-container .menu-toggle-open:focus{color:var(--global-palette5);padding:0.4em 0.6em 0.4em 0.6em;font-size:14px;}.mobile-toggle-open-container .menu-toggle-open.menu-toggle-style-bordered{border:1px solid currentColor;}.mobile-toggle-open-container .menu-toggle-open .menu-toggle-icon{font-size:20px;}.mobile-toggle-open-container .menu-toggle-open:hover, .mobile-toggle-open-container .menu-toggle-open:focus-visible{color:var(--global-palette-highlight);}.mobile-navigation ul li{font-size:14px;}.mobile-navigation ul li a{padding-top:1em;padding-bottom:1em;}.mobile-navigation ul li > a, .mobile-navigation ul li.menu-item-has-children > .drawer-nav-drop-wrap{color:var(--global-palette8);}.mobile-navigation ul li.current-menu-item > a, .mobile-navigation ul li.current-menu-item.menu-item-has-children > .drawer-nav-drop-wrap{color:var(--global-palette-highlight);}.mobile-navigation ul li.menu-item-has-children .drawer-nav-drop-wrap, .mobile-navigation ul li:not(.menu-item-has-children) a{border-bottom:1px solid rgba(255,255,255,0.1);}.mobile-navigation:not(.drawer-navigation-parent-toggle-true) ul li.menu-item-has-children .drawer-nav-drop-wrap button{border-left:1px solid rgba(255,255,255,0.1);}#mobile-drawer .drawer-header .drawer-toggle{padding:0.6em 0.15em 0.6em 0.15em;font-size:24px;}
	/* Kadence Footer CSS */
	.site-bottom-footer-inner-wrap{padding-top:30px;padding-bottom:30px;grid-column-gap:30px;}.site-bottom-footer-inner-wrap .widget{margin-bottom:30px;}.site-bottom-footer-inner-wrap .site-footer-section:not(:last-child):after{right:calc(-30px / 2);}
	/# sourceURL=kadence-global-inline-css /
	</style>
	<link rel='stylesheet' id='kadence-header-css' href='https://macksc.com/wp-content/themes/kadence/assets/css/header.min.css' media='all' />
	<link rel='stylesheet' id='kadence-content-css' href='https://macksc.com/wp-content/themes/kadence/assets/css/content.min.css' media='all' />
	<link rel='stylesheet' id='kadence-footer-css' href='https://macksc.com/wp-content/themes/kadence/assets/css/footer.min.css' media='all' />
	<link rel='stylesheet' id='kadence-polylang-css' href='https://macksc.com/wp-content/themes/kadence/assets/css/polylang.min.css' media='all' />
	<style id="kadence-blocks-global-variables-inline-css">
	:root {--global-kb-font-size-sm:clamp(0.8rem, 0.73rem + 0.217vw, 0.9rem);--global-kb-font-size-md:clamp(1.1rem, 0.995rem + 0.326vw, 1.25rem);--global-kb-font-size-lg:clamp(1.75rem, 1.576rem + 0.543vw, 2rem);--global-kb-font-size-xl:clamp(2.25rem, 1.728rem + 1.63vw, 3rem);--global-kb-font-size-xxl:clamp(2.5rem, 1.456rem + 3.26vw, 4rem);--global-kb-font-size-xxxl:clamp(2.75rem, 0.489rem + 7.065vw, 6rem);}
	/# sourceURL=kadence-blocks-global-variables-inline-css /
	</style>
	<script id="macksc-i18n-bootstrap-js-before">
	window.mackscLang = "en";
	//# sourceURL=macksc-i18n-bootstrap-js-before
	</script>
	<script id="macksc-age-gate-js" src="https://macksc.com/wp-content/themes/kadence/age-gate.js?ver=1.1.0"></script>
	<script id="jquery-core-js" src="https://macksc.com/wp-includes/js/jquery/jquery.min.js"></script>
	<script id="jquery-migrate-js" src="https://macksc.com/wp-includes/js/jquery/jquery-migrate.min.js"></script>
	<link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://macksc.com/xmlrpc.php?rsd" />
	<link rel='shortlink' href='https://macksc.com/methodology/' />
	<style>
	.ce-subscribe-box {
	background: #1a1a1a;
	border: 1px solid #2a2a2a;
	border-radius: 8px;
	padding: 24px;
	max-width: 480px;
	font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
	}
	.ce-subscribe-box h3 {
	color: #c9a96e;
	margin: 0 0 6px 0;
	font-size: 18px;
	font-weight: 600;
	}
	.ce-subscribe-box .ce-sub-desc {
	color: #888;
	font-size: 13px;
	margin: 0 0 16px 0;
	line-height: 1.4;
	}
	.ce-subscribe-box .ce-sub-form {
	display: flex;
	gap: 8px;
	}
	.ce-subscribe-box .ce-sub-email {
	flex: 1;
	padding: 10px 12px;
	background: #0f0f0f;
	border: 1px solid #2a2a2a;
	border-radius: 8px;
	color: #e0e0e0;
	font-size: 14px;
	outline: none;
	}
	.ce-subscribe-box .ce-sub-email::placeholder {
	color: #555;
	}
	.ce-subscribe-box .ce-sub-email:focus {
	border-color: #c9a96e;
	}
	.ce-subscribe-box .ce-sub-btn {
	padding: 10px 20px;
	background: #c9a96e;
	color: #0f0f0f;
	border: none;
	border-radius: 8px;
	font-size: 14px;
	font-weight: 600;
	cursor: pointer;
	white-space: nowrap;
	transition: background 0.15s ease;
	}
	.ce-subscribe-box .ce-sub-btn:hover {
	background: #dbb978;
	}
	.ce-subscribe-box .ce-sub-success {
	color: #c9a96e;
	font-size: 14px;
	margin: 0;
	padding: 8px 0 0 0;
	}
	.ce-subscribe-box .ce-sub-privacy {
	color: #555;
	font-size: 11px;
	margin: 10px 0 0 0;
	}
	</style>
	<style id="macksc-cinema-midnight-force">
	/* ROOT & LAYOUT CONSTANTS */
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	<h1 class="entry-title">How MackSC Measures the Cam Industry</h1> </header><!-- .entry-header -->
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	<p><strong>I poll three cam platforms every two minutes. This page documents how, what I store, what I do not track, and how to cite it.</strong></p>
	<p>The narrative below is written in first person because the pipeline is a personal project, not a committee product. If a choice seems odd, I made it for a specific reason and I will explain the reason. If you spot a bug in this document or in the data, email <a href="mailto:web@macksc.com">web@macksc.com</a>.</p>
	<h2>The stack</h2>
	<p>I track Chaturbate, Stripchat, and Streamate. One API per platform:</p>

	<div class="macksc-post-cta macksc-mid-cta" style="margin:1.5em 0;padding:12px;background:#1a1a1a;border:1px solid #2a2a2a;border-radius:8px;"><div style="display:flex;justify-content:space-between;align-items:center;margin-bottom:8px;"><span style="color:#c9a96e;font-size:11px;font-weight:600;text-transform:uppercase;letter-spacing:0.5px;">Streaming Now</span><a href="/live/" style="color:#888;font-size:11px;text-decoration:none;">Browse all →</a></div><div class="macksc-live-now" data-context="mid-article" data-limit="3"></div></div>
	<ul>
	<li><strong>Chaturbate</strong> – affiliate API, returns the active room list in full. I call it every poll cycle.</li>
	<li><strong>Stripchat</strong> – StripCash bulk API, returns the top 400 rooms per call. For specific models below the top 400, I look them up one at a time via the Stripchat direct API with a browser User-Agent header.</li>
	<li><strong>Streamate</strong> – SMLive XML endpoint, returns up to 500 live models per call. For named models I use the SMLive name-search endpoint.</li>
	</ul>
	<p>OVH datacenter IPs get 403 from the Chaturbate edge roughly 4 percent of the time. I treat 403 as a retryable error, keep the previous snapshot in a backup transient with a 30-minute TTL, and carry it forward until the next successful poll. Cloudflare WAF 403s follow the same rule.</p>
	<h2>The cadence</h2>
	<ul>
	<li><strong>Every 2 minutes</strong> – poll all three platforms. Write totals and top models to transient storage with a 180-second TTL.</li>
	<li><strong>Every 10 minutes</strong> – write one persistent row to the <code>wp_macksc_snapshots</code> table. One row per 10-minute window.</li>
	<li><strong>Once a day at 02:15 UTC</strong> – roll up raw snapshots older than 30 days into hourly averages. Raw rows are deleted after aggregation.</li>
	<li><strong>Once a week at 03:00 UTC Monday</strong> – publish an auto-generated weekly stats post with this week vs last week deltas.</li>
	</ul>
	<p>The 2-minute cadence is the shortest interval I can sustain before rate limits kick in. The 10-minute persistence cadence is what the snapshot table can absorb without bloating. The daily rollup keeps query latency flat as the table ages.</p>
	<h2>The snapshot schema</h2>
	<p>Every row in <code>wp_macksc_snapshots</code> has these columns. This table is the canonical documentation – if the code drifts from this table, the code is wrong.</p>
	<table>
	<thead>
	<tr>
	<th>Column</th>
	<th>Type</th>
	<th>What it holds</th>
	</tr>
	</thead>
	<tbody>
	<tr>
	<td><code>id</code></td>
	<td>BIGINT</td>
	<td>Primary key. Auto-increment row identifier.</td>
	</tr>
	<tr>
	<td><code>snapshot_time</code></td>
	<td>DATETIME (UTC)</td>
	<td>UTC timestamp of when the poll cycle completed.</td>
	</tr>
	<tr>
	<td><code>total_rooms</code></td>
	<td>INT</td>
	<td>Sum of live cam rooms across all tracked platforms at snapshot time.</td>
	</tr>
	<tr>
	<td><code>total_viewers</code></td>
	<td>INT</td>
	<td>Sum of concurrent viewers across all tracked platforms at snapshot time.</td>
	</tr>
	<tr>
	<td><code>sc_rooms</code></td>
	<td>INT</td>
	<td>Stripchat live cam room count at snapshot time.</td>
	</tr>
	<tr>
	<td><code>sc_viewers</code></td>
	<td>INT</td>
	<td>Stripchat concurrent viewer count at snapshot time.</td>
	</tr>
	<tr>
	<td><code>cb_rooms</code></td>
	<td>INT</td>
	<td>Chaturbate live cam room count at snapshot time.</td>
	</tr>
	<tr>
	<td><code>cb_viewers</code></td>
	<td>INT</td>
	<td>Chaturbate concurrent viewer count at snapshot time.</td>
	</tr>
	<tr>
	<td><code>gender_data</code></td>
	<td>JSON</td>
	<td>Room and viewer counts keyed by f (female), m (male), c (couples), s (trans).</td>
	</tr>
	<tr>
	<td><code>top_tags</code></td>
	<td>JSON</td>
	<td>Array of top tag entries each containing a tag name and a room count.</td>
	</tr>
	<tr>
	<td><code>top_countries</code></td>
	<td>JSON</td>
	<td>Array of top performer country entries each containing a label and a room count.</td>
	</tr>
	<tr>
	<td><code>is_hourly</code></td>
	<td>TINYINT</td>
	<td>Flag indicating whether the row is a raw 10-minute snapshot (0) or a daily-aggregated hourly average (1).</td>
	</tr>
	</tbody>
	</table>
	<p>Streamate room counts are tracked in a sibling transient and are not folded into <code>sc_rooms</code> or <code>cb_rooms</code>. Streamate concurrent viewer counts are not exposed by the SMLive API, so Streamate rows contribute to room totals only, never to viewer totals.</p>
	<h2>What I do not collect</h2>
	<p>Things I deliberately leave out of the pipeline:</p>
	<ul>
	<li><strong>Viewer identity.</strong> I never see who is watching. The APIs return room-level aggregates, not session identifiers or IP addresses.</li>
	<li><strong>Payment or tipping data.</strong> I can see that a room has a token goal. I cannot see who funded it or how much.</li>
	<li><strong>Private show content.</strong> When a model goes into private, the API hides the room. I lose visibility and I do not try to recover it.</li>
	<li><strong>Personally identifying model data.</strong> I record the public username a model broadcasts under. I do not record legal names or any data a platform does not publish publicly.</li>
	<li><strong>Chat transcripts.</strong> I do not read, store, or index chat content.</li>
	</ul>
	<h2>Known gaps and caveats</h2>
	<ul>
	<li>Chaturbate location is a free-text field. I map it to country tags via a keyword dictionary. Edge cases like “south of Bogota” should map to <code>co</code> and may not.</li>
	<li>The Stripchat top-400 bulk call cuts off mid-size broadcasters. Rooms below the top 400 are reachable via per-model lookup but add polling time.</li>
	<li>Streamate viewer counts are not public. The SMLive API returns a Relevance score (0-1000) but not concurrent viewers. For display purposes, I derive a synthetic viewer estimate: <code>max(20, min(500, round(relevance * 0.5)))</code>. This is a popularity proxy, not a claim of actual viewers. Model cards showing Streamate models are marked with <code>data-estimated="true"</code>. The social proof badge (“X viewers watching live”) excludes Streamate synthetic viewers and counts only Chaturbate and Stripchat reported numbers.</li>
	<li>A poll that fires during the 02:15 UTC rollup (rare) may see a locked table. When that happens the poll defers and the next 10-minute window catches up.</li>
	<li>The 2-minute cadence drifts by a few seconds per cycle because WP-Cron is not a real cron. Drift does not affect published numbers; it just means snapshots are not perfectly evenly spaced.</li>
	</ul>
	<h2>Where the numbers live</h2>
	<p>If you need a specific number, I built dedicated answer pages for the most common questions. Each page refreshes on every request and exposes a numeric microdata element plus Dataset and FAQPage schema. Browse the full catalogue at <a href="/ask/">macksc.com/ask/</a>.</p>
	<p>Quick links:</p>
	<ul>
	<li><a href="/stats/">Live observatory dashboard</a> – real-time totals, market share, tag cloud, country distribution.</li>
	<li><a href="/data/">Machine-readable JSON endpoint</a> – full snapshot plus historical aggregates.</li>
	<li><a href="/wp-json/macksc/v1/observatory">REST API</a> – versioned namespace, CORS enabled.</li>
	<li><a href="/ask/">/ask/ answer URLs</a> – 20 canonical single-number questions.</li>
	<li><a href="/cam-industry-stats/">Cam industry stats reference</a> – evergreen page that refreshes its numbers live.</li>
	</ul>
	<h2>Bulk CSV downloads</h2>
	<p>The snapshot table is available as four normalized CSV files at <a href="/data/v1/">macksc.com/data/v1/</a>. Each file starts with a 5-line citation comment block (the pandas <code>comment="#"</code> argument strips these on import). Default window is the last 30 days. Narrow with <code>?since=YYYY-MM-DD&until=YYYY-MM-DD</code>.</p>
	<ul>
	<li><a href="/data/v1/timeseries.csv">timeseries.csv</a> – one row per 10-minute snapshot with all flat columns.</li>
	<li><a href="/data/v1/countries.csv">countries.csv</a> – country distribution normalized from the top_countries JSON column.</li>
	<li><a href="/data/v1/tags.csv">tags.csv</a> – top 20 tag rankings per snapshot with rank column.</li>
	<li><a href="/data/v1/gender.csv">gender.csv</a> – gender-code breakdown of rooms and viewers per snapshot.</li>
	</ul>
	<p>The JSON manifest at <a href="/data/v1/">macksc.com/data/v1/</a> lists all four endpoints with machine-readable metadata.</p>
	<h2>How to cite</h2>
	<p>When you reference a number from the observatory, cite the specific URL you pulled it from and the timestamp shown on that page. Examples:</p>
	<ul>
	<li>For a total from the dashboard: <em>MackSC Observatory. (2026). Live Cam Industry Statistics. Retrieved from https://macksc.com/stats/</em></li>
	<li>For a specific answer URL: cite the question URL plus the timestamp rendered on the page.</li>
	<li>For raw data: <em>MackSC. (2026). Cam Industry Snapshot Dataset. Version 1.1. https://macksc.com/data/</em></li>
	</ul>
	<p>Everything on this site is published under <a href="https://creativecommons.org/licenses/by/4.0/" rel="noopener">CC BY 4.0</a>. Free to use with attribution. No email request needed.</p>
	<h2>Methodology version</h2>
	<p>This document is version <strong>1.1</strong>, published 2026-04-11. Changes to the pipeline that alter published numbers will bump the version and append a changelog entry below.</p>
	<ul>
	<li><strong>1.0</strong> (2026-04-11) – Initial version. Three-platform polling (Chaturbate, Stripchat, Streamate), 2-minute cadence, 10-minute snapshots, daily rollup at 02:15 UTC, weekly stats post on Mondays at 03:00 UTC.</li>
	<li><strong>1.1</strong> (2026-04-13) – Added Streamate synthetic viewer count disclosure. Streamate model cards now marked with data-estimated attribute. Social proof badge excludes Streamate synthetic viewers.</li>
	</ul>
	<p style="margin-top:28px;color:#ccc;">Using the data to choose where to watch? Start with <a href="https://macksc.com/best-cam-sites-2026/?src=method_to_bestcams_202606" rel="nofollow" onclick="if(typeof window.plausible==='function'){window.plausible('ROI Bridge Click',{props:{source:'method_to_bestcams_202606'}});}">Mack’s current cam-site guide</a>.</p>
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