Merge pull request #1631 from MODSetter/dev

feat: updated messaging

README.es.md

@@ -22,7 +22,7 @@
 
 # SurfSense: La alternativa de código abierto a NotebookLM para la investigación de la web abierta
 
-SurfSense es la **alternativa de código abierto a NotebookLM para agentes de IA**, una plataforma de investigación de la web abierta con conectores de datos en vivo. Tus agentes investigan la web en vivo con datos estructurados de **Reddit, YouTube, Instagram, TikTok, Amazon, Google Maps, Google Search, Indeed y cualquier página de la web abierta**, a través de una única **API REST** o un **servidor MCP**. Agentes programados y activados por eventos convierten lo que encuentran en informes y alertas, y una base de conocimiento integrada mantiene cada hallazgo disponible para búsqueda con citas.
+SurfSense es la **alternativa de código abierto a NotebookLM para agentes de IA**, una plataforma de investigación de la web abierta con conectores de datos en vivo. Tus agentes investigan la web en vivo con datos estructurados de **Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps, Google Search, Indeed y cualquier página de la web abierta**, a través de una única **API REST** o un **servidor MCP**. Agentes programados y activados por eventos convierten lo que encuentran en informes y alertas, y una base de conocimiento integrada mantiene cada hallazgo disponible para búsqueda con citas.
 
 > [!NOTE]
 > **📢 Una nota para nuestros usuarios de la alternativa a NotebookLM**
@@ -62,6 +62,7 @@ Pregúntale a cualquier agente capaz "¿qué está diciendo Reddit sobre este pr
 | **Google Search** | SERPs en vivo para investigación y monitoreo de búsquedas | [Google Search API](https://www.surfsense.com/google-search) |
 | **Indeed** | Ofertas de empleo públicas con salarios y descripciones completas, por búsqueda o empresa | [Indeed Scraper API](https://www.surfsense.com/indeed) |
 | **Amazon** | Datos públicos de productos: precios, calificaciones, ofertas, vendedores y rankings de más vendidos | [Amazon Product API](https://www.surfsense.com/amazon) |
+| **Walmart** | Datos públicos de productos más el historial completo de reseñas: precios, calificaciones, vendedores y variantes | [Walmart Product & Review API](https://www.surfsense.com/walmart) |
 | **Web Crawl** (rastreo web) | Cualquier página de la web abierta como contenido limpio y estructurado | [Web Crawling API](https://www.surfsense.com/web-crawl) |
 | **Conectores MCP externos** | Conecta cualquier servidor MCP a tus agentes, con OAuth de un clic para Notion, Slack, Jira y más | [External MCP Connectors](https://www.surfsense.com/external-mcp-connectors) |
 
@@ -218,7 +219,7 @@ SurfSense es el único producto de código abierto que combina un espacio de tra
 
 | Característica | Google NotebookLM | SurfSense |
 |---------|-------------------|-----------|
-| **Datos web en vivo para agentes** | No | Conectores de Reddit, YouTube, Instagram, TikTok, Amazon, Google Maps, Google Search, Indeed y rastreo web vía API REST y MCP |
+| **Datos web en vivo para agentes** | No | Conectores de Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps, Google Search, Indeed y rastreo web vía API REST y MCP |
 | **Servidor MCP** | No | Cada conector expuesto como herramienta nativa de agente, más servidores MCP propios con aplicaciones OAuth de un clic |
 | **Fuentes por Notebook** | 50 (gratis) a 600 (Ultra, $249.99/mes) | Ilimitadas |
 | **Número de Notebooks** | 100 (gratis) a 500 (niveles de pago) | Ilimitado |

README.hi.md

@@ -22,7 +22,7 @@
 
 # SurfSense: ओपन वेब रिसर्च के लिए ओपन सोर्स NotebookLM विकल्प
 
-SurfSense **AI एजेंट्स के लिए ओपन सोर्स NotebookLM विकल्प** है, लाइव डेटा कनेक्टर्स के साथ एक ओपन वेब रिसर्च प्लेटफ़ॉर्म। आपके एजेंट **Reddit, YouTube, Instagram, TikTok, Amazon, Google Maps, Google Search, Indeed और ओपन वेब के किसी भी पेज** से स्ट्रक्चर्ड डेटा के साथ लाइव वेब पर रिसर्च करते हैं, वह भी एक ही **REST API** या **MCP सर्वर** के ज़रिए। शेड्यूल्ड और इवेंट-ट्रिगर्ड एजेंट अपनी खोजों को ब्रीफ़ और अलर्ट में बदलते हैं, और एक बिल्ट-इन नॉलेज बेस हर खोज को साइटेशन के साथ खोजने योग्य बनाए रखता है।
+SurfSense **AI एजेंट्स के लिए ओपन सोर्स NotebookLM विकल्प** है, लाइव डेटा कनेक्टर्स के साथ एक ओपन वेब रिसर्च प्लेटफ़ॉर्म। आपके एजेंट **Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps, Google Search, Indeed और ओपन वेब के किसी भी पेज** से स्ट्रक्चर्ड डेटा के साथ लाइव वेब पर रिसर्च करते हैं, वह भी एक ही **REST API** या **MCP सर्वर** के ज़रिए। शेड्यूल्ड और इवेंट-ट्रिगर्ड एजेंट अपनी खोजों को ब्रीफ़ और अलर्ट में बदलते हैं, और एक बिल्ट-इन नॉलेज बेस हर खोज को साइटेशन के साथ खोजने योग्य बनाए रखता है।
 
 > [!NOTE]
 > **📢 हमारे NotebookLM-विकल्प उपयोगकर्ताओं के लिए एक सूचना**
@@ -62,6 +62,7 @@ SurfSense **AI एजेंट्स के लिए ओपन सोर्स
 | **Google Search** | सर्च रिसर्च और मॉनिटरिंग के लिए लाइव SERP | [Google Search API](https://www.surfsense.com/google-search) |
 | **Indeed** | सार्वजनिक नौकरी लिस्टिंग, सैलरी और पूरे विवरण के साथ, सर्च या कंपनी के अनुसार | [Indeed Scraper API](https://www.surfsense.com/indeed) |
 | **Amazon** | सार्वजनिक प्रोडक्ट डेटा: कीमतें, रेटिंग, ऑफ़र, विक्रेता और बेस्ट-सेलर रैंक | [Amazon Product API](https://www.surfsense.com/amazon) |
+| **Walmart** | सार्वजनिक प्रोडक्ट डेटा और पूरा रिव्यू इतिहास: कीमतें, रेटिंग, विक्रेता और वेरिएंट | [Walmart Product & Review API](https://www.surfsense.com/walmart) |
 | **Web Crawl** | ओपन वेब का कोई भी पेज साफ़-सुथरे, स्ट्रक्चर्ड कंटेंट के रूप में | [Web Crawling API](https://www.surfsense.com/web-crawl) |
 | **External MCP Connectors** | कोई भी MCP सर्वर अपने एजेंट्स से जोड़ें, Notion, Slack, Jira और अन्य के लिए वन-क्लिक OAuth के साथ | [External MCP Connectors](https://www.surfsense.com/external-mcp-connectors) |
 
@@ -218,7 +219,7 @@ SurfSense एकमात्र ओपन सोर्स प्रोडक्
 
 | फ़ीचर | Google NotebookLM | SurfSense |
 |---------|-------------------|-----------|
-| **एजेंट्स के लिए लाइव वेब डेटा** | नहीं | REST API और MCP के ज़रिए Reddit, YouTube, Instagram, TikTok, Amazon, Google Maps, Google Search, Indeed और वेब क्रॉल कनेक्टर |
+| **एजेंट्स के लिए लाइव वेब डेटा** | नहीं | REST API और MCP के ज़रिए Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps, Google Search, Indeed और वेब क्रॉल कनेक्टर |
 | **MCP सर्वर** | नहीं | हर कनेक्टर नेटिव एजेंट टूल के रूप में उपलब्ध, साथ ही वन-क्लिक OAuth ऐप्स के साथ अपने MCP सर्वर लाने की सुविधा |
 | **प्रति नोटबुक स्रोत** | 50 (Free) से 600 (Ultra, $249.99/माह) | असीमित |
 | **नोटबुक की संख्या** | 100 (Free) से 500 (सशुल्क टियर) | असीमित |

README.md

@@ -22,7 +22,7 @@
 
 # SurfSense: The Open-Source NotebookLM Alternative for Open Web Research
 
-SurfSense is the **open-source NotebookLM alternative for AI agents**, an open web research platform with live data connectors. Your agents research the live web with structured data from **Reddit, YouTube, Instagram, TikTok, Amazon, Google Maps, Google Search, Indeed, and any page on the open web**, through one **REST API** or **MCP server**. Scheduled and event-triggered agents turn what they find into briefs and alerts, and a built-in knowledge base keeps every finding searchable with citations.
+SurfSense is the **open-source NotebookLM alternative for AI agents**, an open web research platform with live data connectors. Your agents research the live web with structured data from **Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps, Google Search, Indeed, and any page on the open web**, through one **REST API** or **MCP server**. Scheduled and event-triggered agents turn what they find into briefs and alerts, and a built-in knowledge base keeps every finding searchable with citations.
 
 > [!NOTE]
 > **📢 A note for our NotebookLM-alternative users**
@@ -62,6 +62,7 @@ Ask any capable agent "what is Reddit saying about this product since launch?" o
 | **Google Search** | Live SERPs for search research and monitoring | [Google Search API](https://www.surfsense.com/google-search) |
 | **Indeed** | Public job postings with salaries and full descriptions, by search or company | [Indeed Scraper API](https://www.surfsense.com/indeed) |
 | **Amazon** | Public product data: prices, ratings, offers, sellers, and best-seller ranks | [Amazon Product API](https://www.surfsense.com/amazon) |
+| **Walmart** | Public product data plus the full review history: prices, ratings, sellers, and variants | [Walmart Product & Review API](https://www.surfsense.com/walmart) |
 | **Web Crawl** | Any page on the open web as clean, structured content | [Web Crawling API](https://www.surfsense.com/web-crawl) |
 | **External MCP Connectors** | Bring any MCP server to your agents, with one-click OAuth for Notion, Slack, Jira, and more | [External MCP Connectors](https://www.surfsense.com/external-mcp-connectors) |
 
@@ -218,7 +219,7 @@ Still comparing us as a NotebookLM alternative? Here is the honest breakdown.
 
 | Feature | Google NotebookLM | SurfSense |
 |---------|-------------------|-----------|
-| **Live web data for agents** | No | Reddit, YouTube, Instagram, TikTok, Amazon, Google Maps, Google Search, Indeed, and web crawl connectors via REST API and MCP |
+| **Live web data for agents** | No | Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps, Google Search, Indeed, and web crawl connectors via REST API and MCP |
 | **MCP server** | No | Every connector exposed as a native agent tool, plus bring-your-own MCP servers with one-click OAuth apps |
 | **Sources per Notebook** | 50 (Free) to 600 (Ultra, $249.99/mo) | Unlimited |
 | **Number of Notebooks** | 100 (Free) to 500 (paid tiers) | Unlimited |

README.pt-BR.md

@@ -22,7 +22,7 @@
 
 # SurfSense: A Alternativa Open Source ao NotebookLM para Pesquisa na Web Aberta
 
-O SurfSense é a **alternativa open source ao NotebookLM para agentes de IA**, uma plataforma de pesquisa na web aberta com conectores de dados ao vivo. Seus agentes pesquisam a web ao vivo com dados estruturados do **Reddit, YouTube, Instagram, TikTok, Amazon, Google Maps, Google Search, Indeed e de qualquer página da web aberta**, por meio de uma única **API REST** ou de um **servidor MCP**. Agentes agendados ou acionados por eventos transformam o que encontram em relatórios e alertas, e uma base de conhecimento integrada mantém cada descoberta pesquisável, com citações.
+O SurfSense é a **alternativa open source ao NotebookLM para agentes de IA**, uma plataforma de pesquisa na web aberta com conectores de dados ao vivo. Seus agentes pesquisam a web ao vivo com dados estruturados do **Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps, Google Search, Indeed e de qualquer página da web aberta**, por meio de uma única **API REST** ou de um **servidor MCP**. Agentes agendados ou acionados por eventos transformam o que encontram em relatórios e alertas, e uma base de conhecimento integrada mantém cada descoberta pesquisável, com citações.
 
 > [!NOTE]
 > **📢 Um recado para nossos usuários que buscavam uma alternativa ao NotebookLM**
@@ -62,6 +62,7 @@ Pergunte a qualquer agente capaz "o que o Reddit está dizendo sobre este produt
 | **Google Search** | SERPs ao vivo para pesquisa e monitoramento de buscas | [Google Search API](https://www.surfsense.com/google-search) |
 | **Indeed** | Vagas públicas com salários e descrições completas, por busca ou empresa | [Indeed Scraper API](https://www.surfsense.com/indeed) |
 | **Amazon** | Dados públicos de produtos: preços, avaliações, ofertas, vendedores e rankings de mais vendidos | [Amazon Product API](https://www.surfsense.com/amazon) |
+| **Walmart** | Dados públicos de produtos mais o histórico completo de avaliações: preços, notas, vendedores e variantes | [Walmart Product & Review API](https://www.surfsense.com/walmart) |
 | **Web Crawl** (rastreamento web) | Qualquer página da web aberta como conteúdo limpo e estruturado | [Web Crawling API](https://www.surfsense.com/web-crawl) |
 | **Conectores MCP externos** | Traga qualquer servidor MCP para seus agentes, com OAuth em um clique para Notion, Slack, Jira e outros | [External MCP Connectors](https://www.surfsense.com/external-mcp-connectors) |
 
@@ -218,7 +219,7 @@ Ainda nos comparando como alternativa ao NotebookLM? Aqui está o comparativo ho
 
 | Recurso | Google NotebookLM | SurfSense |
 |---------|-------------------|-----------|
-| **Dados da web ao vivo para agentes** | Não | Conectores de Reddit, YouTube, Instagram, TikTok, Amazon, Google Maps, Google Search, Indeed e rastreamento web via API REST e MCP |
+| **Dados da web ao vivo para agentes** | Não | Conectores de Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps, Google Search, Indeed e rastreamento web via API REST e MCP |
 | **Servidor MCP** | Não | Cada conector exposto como ferramenta nativa de agente, além de servidores MCP próprios com apps OAuth em um clique |
 | **Fontes por Notebook** | 50 (gratuito) a 600 (Ultra, US$ 249,99/mês) | Ilimitadas |
 | **Número de Notebooks** | 100 (gratuito) a 500 (planos pagos) | Ilimitado |

README.zh-CN.md

@@ -22,7 +22,7 @@
 
 # SurfSense：面向开放网络研究的开源 NotebookLM 替代品
 
-SurfSense 是**面向 AI 智能体的开源 NotebookLM 替代品**，一个配备实时数据连接器的开放网络研究平台。你的智能体可以通过一个 **REST API** 或 **MCP 服务器**，利用来自 **Reddit、YouTube、Instagram、TikTok、Amazon、Google Maps、Google Search、Indeed 以及开放网络上任意页面**的结构化数据研究实时网络。定时和事件触发的智能体会把发现的内容转化为简报和预警，内置的知识库则让每一条发现都可搜索、可引用。
+SurfSense 是**面向 AI 智能体的开源 NotebookLM 替代品**，一个配备实时数据连接器的开放网络研究平台。你的智能体可以通过一个 **REST API** 或 **MCP 服务器**，利用来自 **Reddit、YouTube、Instagram、TikTok、Amazon、Walmart、Google Maps、Google Search、Indeed 以及开放网络上任意页面**的结构化数据研究实时网络。定时和事件触发的智能体会把发现的内容转化为简报和预警，内置的知识库则让每一条发现都可搜索、可引用。
 
 > [!NOTE]
 > **📢 致我们的 NotebookLM 替代品用户**
@@ -62,6 +62,7 @@ SurfSense 是**面向 AI 智能体的开源 NotebookLM 替代品**，一个配
 | **Google Search** | 实时搜索结果页，用于搜索研究和监控 | [Google Search API](https://www.surfsense.com/google-search) |
 | **Indeed** | 公开职位信息，含薪资与完整职位描述，按搜索或公司抓取 | [Indeed Scraper API](https://www.surfsense.com/indeed) |
 | **Amazon** | 公开商品数据：价格、评分、报价、卖家和畅销榜排名 | [Amazon Product API](https://www.surfsense.com/amazon) |
+| **Walmart** | 公开商品数据及完整评论历史：价格、评分、卖家和商品变体 | [Walmart Product & Review API](https://www.surfsense.com/walmart) |
 | **Web Crawl** | 把开放网络上的任意页面转为干净、结构化的内容 | [Web Crawling API](https://www.surfsense.com/web-crawl) |
 | **外部 MCP 连接器** | 将任意 MCP 服务器接入你的智能体，Notion、Slack、Jira 等支持一键 OAuth | [External MCP Connectors](https://www.surfsense.com/external-mcp-connectors) |
 
@@ -218,7 +219,7 @@ SurfSense 是唯一一款把面向人的 NotebookLM 式研究工作区与面向
 
 | 功能 | Google NotebookLM | SurfSense |
 |---------|-------------------|-----------|
-| **面向智能体的实时网络数据** | 无 | 通过 REST API 和 MCP 提供 Reddit、YouTube、Instagram、TikTok、Amazon、Google Maps、Google Search、Indeed 和网页爬取连接器 |
+| **面向智能体的实时网络数据** | 无 | 通过 REST API 和 MCP 提供 Reddit、YouTube、Instagram、TikTok、Amazon、Walmart、Google Maps、Google Search、Indeed 和网页爬取连接器 |
 | **MCP 服务器** | 无 | 每个连接器都作为原生智能体工具暴露，还可自带 MCP 服务器并使用一键 OAuth 应用 |
 | **每个笔记本的来源数** | 50 个（免费版）至 600 个（Ultra 版，249.99 美元/月） | 无限制 |
 | **笔记本数量** | 100 个（免费版）至 500 个（付费档位） | 无限制 |

surfsense_mcp/README.md

@@ -24,7 +24,9 @@ Connect it two ways:
   `surfsense_instagram_scrape`, `surfsense_instagram_details`,
   `surfsense_tiktok_scrape`, `surfsense_tiktok_comments`,
   `surfsense_tiktok_user_search`, `surfsense_tiktok_trending`,
-  `surfsense_google_maps_scrape`, `surfsense_google_maps_reviews`
+  `surfsense_google_maps_scrape`, `surfsense_google_maps_reviews`,
+  `surfsense_indeed_scrape`, `surfsense_amazon_scrape`,
+  `surfsense_walmart_scrape`, `surfsense_walmart_reviews`
 - `surfsense_list_scraper_runs`, `surfsense_get_scraper_run` — retrieve past
   results in full (useful when a large result was truncated inline)
 

surfsense_web/app/(home)/[slug]/page.tsx

@@ -38,7 +38,7 @@ export async function generateMetadata({ params }: PageProps): Promise<Metadata>
 					url: "/og-image.png",
 					width: 1200,
 					height: 630,
-					alt: `${content.name} Scraper API on SurfSense`,
+					alt: `${content.cardTitle ?? `${content.name} API`} on SurfSense`,
 				},
 			],
 		},
@@ -64,7 +64,7 @@ export default async function ConnectorMarketingPage({ params }: PageProps) {
 				data={{
 					"@context": "https://schema.org",
 					"@type": "SoftwareApplication",
-					name: `${content.name} Scraper API`,
+					name: content.cardTitle ?? `${content.name} API`,
 					applicationCategory: "DeveloperApplication",
 					operatingSystem: "Web, API",
 					description: content.metaDescription,

surfsense_web/app/layout.tsx

@@ -50,9 +50,9 @@ export const metadata: Metadata = {
 	alternates: {
 		canonical: "https://www.surfsense.com",
 	},
-	title: "SurfSense - Open-Source NotebookLM Alternative for Web Research",
+	title: "SurfSense: Open-Source NotebookLM Alternative & Web Research",
 	description:
-		"The open-source NotebookLM for open web research. Your AI agents pull live, structured data from Reddit, YouTube, Amazon, and any page via one API or MCP server.",
+		"The open-source NotebookLM alternative. Research the open web with live data from Reddit, YouTube, TikTok, Indeed & more, through one platform, API, or MCP server.",
 	keywords: [
 		"open web research platform",
 		"web research for AI agents",
@@ -69,7 +69,7 @@ export const metadata: Metadata = {
 	openGraph: {
 		title: "SurfSense - NotebookLM for Open Web Research",
 		description:
-			"The open-source NotebookLM alternative for AI agents. Research the live web with structured data from Reddit, YouTube, Amazon, Google Maps, and Google Search, through one API or MCP server.",
+			"The open-source NotebookLM alternative. Research the open web with live data from Reddit, YouTube, TikTok, Indeed & more, through one platform, API, or MCP server.",
 		url: "https://www.surfsense.com",
 		siteName: "SurfSense",
 		type: "website",
@@ -87,7 +87,7 @@ export const metadata: Metadata = {
 		card: "summary_large_image",
 		title: "SurfSense - NotebookLM for Open Web Research",
 		description:
-			"The open-source NotebookLM alternative for AI agents. Research the live web with structured data from Reddit, YouTube, Amazon, Google Maps, and Google Search, through one API or MCP server.",
+			"The open-source NotebookLM alternative. Research the open web with live data from Reddit, YouTube, TikTok, Indeed & more, through one platform, API, or MCP server.",
 		creator: "@SurfSenseAI",
 		site: "@SurfSenseAI",
 		images: [

surfsense_web/components/homepage/hero-section.tsx

@@ -656,10 +656,10 @@ export function HeroSection() {
 								"relative mb-8 max-w-2xl text-left text-sm text-neutral-600 antialiased sm:text-base md:text-lg dark:text-neutral-400"
 							)}
 						>
-							SurfSense is the open-source NotebookLM alternative for AI agents, an open web
+							SurfSense is the open-source NotebookLM alternative for open web research. You and
-							research platform with live data connectors. Your AI agents research the live web with
+							your AI agents pull live data from Reddit, YouTube, Instagram, TikTok, Indeed, Google
-							structured data from Reddit, YouTube, Instagram, TikTok, Amazon, Walmart, Google Maps,
+							Maps, Google Search, and a growing catalog of connectors, all through one platform,
-							Google Search, and any page on the open web.
+							API, or MCP server.
 						</p>
 
 						<div className="relative mb-4 flex w-full flex-col justify-center gap-y-2 sm:flex-row sm:justify-start sm:space-y-0 sm:space-x-4">
@@ -870,9 +870,9 @@ const UseCasePane = memo(function UseCasePane({
 		<div className="relative overflow-hidden rounded-tl-xl rounded-tr-xl bg-white shadow-sm ring-1 shadow-black/10 ring-black/10 dark:bg-neutral-950">
 			<div className="flex items-center gap-3 border-b border-neutral-200/60 px-4 py-3 sm:px-6 sm:py-4 dark:border-neutral-700/60">
 				<div className="min-w-0">
-					<h2 className="truncate text-base font-semibold text-neutral-900 sm:text-lg dark:text-white">
+					<h3 className="truncate text-base font-semibold text-neutral-900 sm:text-lg dark:text-white">
 						{useCase.title}
-					</h2>
+					</h3>
 					<p className="text-sm text-neutral-500 text-pretty dark:text-neutral-400">
 						{useCase.description}
 					</p>

surfsense_web/lib/auth-utils.ts

@@ -47,6 +47,7 @@ const PUBLIC_ROUTE_PREFIXES = [
 	"/indeed",
 	"/web-crawl",
 	"/amazon",
+	"/walmart",
 ];
 
 /**

surfsense_web/lib/connectors-marketing/amazon.tsx

@@ -9,20 +9,22 @@ export const amazon: ConnectorPageContent = {
 
 	metaTitle: "Amazon Product API for Price and Review Data | SurfSense",
 	metaDescription:
-		"Scrape public Amazon product data as structured JSON across US, UK, Germany, Italy, and Spain: prices, ratings, offers, sellers, and ranks. Start free.",
+		"Amazon Product API: scrape public product data as JSON across US, UK, Germany, Italy, and Spain — prices, ratings, offers, sellers, and ranks. Start free.",
 	keywords: [
 		"amazon product api",
 		"amazon scraper api",
+		"amazon scraper",
+		"amazon price api",
 		"amazon price scraper",
-		"scrape amazon product data",
-		"amazon product data api",
 		"amazon review scraper",
-		"amazon best sellers api",
+		"amazon reviews api",
+		"scrape amazon reviews",
+		"scrape amazon product data",
 		"amazon asin lookup",
+		"amazon search api",
+		"amazon product advertising api alternative",
+		"amazon best sellers api",
 		"amazon price tracking api",
-		"amazon competitor monitoring",
-		"amazon offers scraper",
-		"ecommerce product api",
 	],
 
 	h1: "Amazon Product API for Price, Review, and Offer Data",
@@ -115,7 +117,7 @@ export const amazon: ConnectorPageContent = {
 	comparison: {
 		heading: "An Amazon scraper API built for agents",
 		intro:
-			"Most Amazon data APIs bill per request, meter add-ons separately, and leave the discovery-to-detail logic to you. Here is how SurfSense compares.",
+			"Amazon's official Product Advertising API requires an approved Associates account with qualifying sales, and most third-party Amazon data APIs bill per request, meter add-ons separately, and leave the discovery-to-detail logic to you. Here is how SurfSense compares.",
 		columnLabel: "Typical Amazon data API",
 		rows: [
 			{
@@ -298,9 +300,19 @@ export const amazon: ConnectorPageContent = {
 				"It does. The scraper collects public, anonymous product data only — no login, seller account, or authenticated APIs. That covers product details, ratings, on-page reviews, offers, public seller profiles, and best-seller rankings.",
 		},
 		{
-			question: "How do I look up a product by ASIN or search term?",
+			question: "How do I do an Amazon ASIN lookup?",
 			answer:
-				"Pass a product URL (which contains the ASIN) in urls, or a phrase in search_terms to discover products on the domain. You can also pass search, category, and best-seller URLs. One verb, amazon.scrape, handles all of them.",
+				"Pass a product URL (which contains the ASIN) in urls, or a phrase in search_terms to discover products on the domain. You can also pass search, category, and best-seller URLs. One verb, amazon.scrape, handles ASIN lookup and discovery alike.",
+		},
+		{
+			question: "Can I scrape Amazon reviews?",
+			answer:
+				"Yes. Each product returns its star rating, total review count, the 5-to-1-star histogram, and the on-page customer reviews with text, author, and date. To scrape Amazon reviews at scale, pass product URLs or search terms and read productPageReviews from each item.",
+		},
+		{
+			question: "Is this an alternative to the Amazon Product Advertising API?",
+			answer:
+				"Yes, for public catalog data. Amazon's Product Advertising API requires an approved Associates account with ongoing qualifying sales and is built for affiliate linking. SurfSense needs no Amazon account: it scrapes public listings and returns prices, ratings, offers, sellers, and ranks as JSON.",
 		},
 		{
 			question: "Which Amazon marketplaces are supported?",
@@ -310,6 +322,7 @@ export const amazon: ConnectorPageContent = {
 	],
 
 	related: [
+		{ label: "Walmart Product & Review API", href: "/walmart" },
 		{ label: "Google Search API", href: "/google-search" },
 		{ label: "Google Maps API", href: "/google-maps" },
 		{ label: "Web Crawl API", href: "/web-crawl" },

surfsense_web/lib/connectors-marketing/indeed.tsx

@@ -6,27 +6,27 @@ export const indeed: ConnectorPageContent = {
 	name: "Indeed",
 	icon: IconBriefcase,
 
-	metaTitle: "Indeed Scraper API for Jobs and Hiring Data | SurfSense",
+	metaTitle: "Indeed API for Job Postings & Hiring Data | SurfSense",
 	metaDescription:
-		"Scrape public Indeed job postings with the SurfSense Indeed Scraper API: titles, companies, salaries, and full descriptions by search or company. No Indeed API. Start free.",
+		"Scrape public Indeed job postings with the SurfSense Indeed API: titles, companies, salaries, and full descriptions by search query or company page. Start free.",
 	keywords: [
+		"indeed api",
 		"indeed scraper",
 		"indeed scraper api",
-		"indeed api",
 		"indeed jobs api",
-		"scrape indeed",
+		"indeed job search api",
+		"indeed api pricing",
 		"indeed job scraper",
+		"scrape indeed",
+		"indeed web scraping",
 		"job posting scraper",
 		"salary data api",
-		"hiring data api",
-		"indeed mcp",
 		"labor market data",
-		"recruiting data tool",
 	],
 
-	h1: "Indeed Scraper API for Job Postings and Hiring Data",
+	h1: "Indeed API for Job Postings and Hiring Data",
 	heroLede:
-		"The SurfSense Indeed API extracts public job postings, salaries, companies, and full descriptions by search query, company page, or job URL, without Indeed's official API. Give your AI agents a live feed of who is hiring, for what, at what pay, so you track the labor market as it moves.",
+		"The SurfSense Indeed API is an Indeed scraper that extracts public job postings, salaries, companies, and full descriptions by search query, company page, or job URL — no partner approval required. Give your AI agents a live feed of who is hiring, for what, at what pay, so you track the labor market as it moves.",
 
 	transcript: {
 		prompt: "Find remote data analyst roles posted this week and what they pay",
@@ -300,9 +300,14 @@ export const indeed: ConnectorPageContent = {
 				"SurfSense reads only public Indeed job postings, the same listings any logged-out visitor can see. It never logs in and cannot access private or applicant data. As always, review Indeed's terms and your own compliance needs before you run at scale.",
 		},
 		{
-			question: "Does Indeed have an official jobs API?",
+			question: "Does Indeed have an API?",
 			answer:
-				"Indeed retired its public Publisher jobs API and now gates job data behind partner and approval programs. SurfSense is an independent alternative: you call one API, or add the MCP server to your agent, and get structured public postings back.",
+				"Indeed retired its public Publisher jobs API and now gates job data behind partner and approval programs. SurfSense is an independent Indeed API alternative: you call one API, or add the MCP server to your agent, and get structured public postings back.",
+		},
+		{
+			question: "How much does the Indeed API cost?",
+			answer:
+				"SurfSense prices per job returned, not per request or seat, and there is a free tier to start — no partner application or Indeed API pricing negotiation. You control spend with max_items per call, and jobs that fail to return are never billed.",
 		},
 		{
 			question: "Can I get the full job description?",

surfsense_web/lib/connectors-marketing/walmart.tsx

@@ -7,25 +7,25 @@ export const walmart: ConnectorPageContent = {
 	cardTitle: "Walmart Product & Review API",
 	icon: IconBrandWalmart,
 
-	metaTitle: "Walmart Product & Review API | SurfSense",
+	metaTitle: "Walmart API for Product & Review Data | SurfSense",
 	metaDescription:
-		"Scrape public Walmart product data and deep customer reviews as structured JSON: prices, ratings, sellers, variants, availability, and full review history. Start free.",
+		"Scrape public Walmart product and review data with the SurfSense Walmart API: prices, ratings, sellers, variants, and full review history as JSON. Start free.",
 	keywords: [
+		"walmart api",
 		"walmart product api",
+		"walmart scraper",
 		"walmart scraper api",
 		"walmart review scraper",
 		"walmart reviews api",
-		"scrape walmart product data",
+		"walmart price api",
-		"walmart price scraper",
-		"walmart product data api",
 		"walmart price tracking api",
-		"walmart competitor monitoring",
-		"walmart seller data",
 		"walmart marketplace api",
-		"ecommerce product api",
+		"scrape walmart product data",
+		"walmart seller data",
+		"walmart competitor monitoring",
 	],
 
-	h1: "Walmart Product and Review API",
+	h1: "Walmart API for Product and Review Data",
 	heroLede:
 		"The SurfSense Walmart API scrapes public Walmart.com listings as structured JSON: price and list price, rating and review count, availability, 1P and marketplace sellers, variants, and specifications. A second verb pages the full public review history — ratings, text, authors, verified-purchase flags, images, and seller responses. Point your AI agents at a search term or product URL — no login, only public data.",
 
@@ -241,6 +241,16 @@ export const walmart: ConnectorPageContent = {
 			answer:
 				"It returns a Walmart listing's data as structured JSON instead of raw HTML. The SurfSense Walmart API scrapes public product pages and gives you price, rating, seller, variants, availability, and specifications as clean JSON your agents can read.",
 		},
+		{
+			question: "Does Walmart have an API?",
+			answer:
+				"Walmart's official APIs — Marketplace and Walmart Connect — are for approved sellers and advertisers, and neither exposes public product or review data at scale. The SurfSense Walmart API is an independent alternative: one key, no seller account, and structured public product and review JSON back.",
+		},
+		{
+			question: "Can I track Walmart prices with it?",
+			answer:
+				"Yes. Each product returns its current price, list price, availability, and the seller behind the offer. Run the same URLs or search terms on a schedule and diff the results to build Walmart price tracking and buy-box alerts without maintaining scrapers or proxies yourself.",
+		},
 		{
 			question: "Can I get the full Walmart review history?",
 			answer: