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    <title>DEV Community: Luka Bulatovic</title>
    <description>The latest articles on DEV Community by Luka Bulatovic (@luminar1).</description>
    <link>https://dev.to/luminar1</link>
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      <title>DEV Community: Luka Bulatovic</title>
      <link>https://dev.to/luminar1</link>
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    <item>
      <title>Build a Booking.com hotel shortlist in Google Sheets with n8n and Apify</title>
      <dc:creator>Luka Bulatovic</dc:creator>
      <pubDate>Sun, 06 Sep 2026 09:53:35 +0000</pubDate>
      <link>https://dev.to/luminar1/build-a-bookingcom-hotel-shortlist-in-google-sheets-with-n8n-and-apify-1pn0</link>
      <guid>https://dev.to/luminar1/build-a-bookingcom-hotel-shortlist-in-google-sheets-with-n8n-and-apify-1pn0</guid>
      <description>&lt;p&gt;A hotel shortlist is easier to compare when the destination, stay dates, currency and collection time travel with the prices. This guide connects a Booking.com search to Google Sheets using an Apify Actor and n8n.&lt;/p&gt;

&lt;p&gt;I'm Luka, the builder behind Luminar. I maintain the Actor and the published workflow used here.&lt;/p&gt;

&lt;h2&gt;
  
  
  What the result looks like
&lt;/h2&gt;

&lt;p&gt;Here are five real results collected on &lt;strong&gt;26 August 2026&lt;/strong&gt;, for a &lt;strong&gt;15–17 September 2026&lt;/strong&gt; stay in Tivat. They are historical search results, not current offers or checkout-confirmed prices.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Property&lt;/th&gt;
&lt;th&gt;Reported stay total&lt;/th&gt;
&lt;th&gt;Guest score&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Apartments Family&lt;/td&gt;
&lt;td&gt;EUR 100.00&lt;/td&gt;
&lt;td&gt;8.5&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Eden apartments&lt;/td&gt;
&lt;td&gt;EUR 208.70&lt;/td&gt;
&lt;td&gt;9.0&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Sea and Sunshine 100m to beach,free parking,centar,View&lt;/td&gt;
&lt;td&gt;EUR 139.13&lt;/td&gt;
&lt;td&gt;9.6&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Adriatic Dream&lt;/td&gt;
&lt;td&gt;EUR 107.39&lt;/td&gt;
&lt;td&gt;9.0&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Apartment Nada&lt;/td&gt;
&lt;td&gt;EUR 86.09&lt;/td&gt;
&lt;td&gt;8.8&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;The sample is capped at five properties. It is not an exhaustive comparison of accommodation in Tivat.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. Get the workflow and sample files
&lt;/h2&gt;

&lt;p&gt;Open the &lt;a href="https://n8n.io/workflows/18740-create-dated-bookingcom-hotel-shortlists-with-apify-and-google-sheets/" rel="noopener noreferrer"&gt;published n8n template&lt;/a&gt;, or download &lt;code&gt;booking-workflow.json&lt;/code&gt; from the &lt;a href="https://github.com/bulatovicluka1989-rgb/luminar-apify-examples/tree/main/actors/booking-hotels-scraper-private-v1/n8n-demo" rel="noopener noreferrer"&gt;GitHub demo folder&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;The folder also contains:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;sheet-header.csv&lt;/code&gt;: the column names for your new Sheet.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;sample-hotels.csv&lt;/code&gt;: the five saved results.&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;index.html&lt;/code&gt;: an offline walkthrough. Download the repository and open this file locally; GitHub itself displays the source.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The offline walkthrough makes no paid API calls. Running the actual workflow does.&lt;/p&gt;

&lt;p&gt;You need an Apify account, an n8n instance and a Google account with access to the destination spreadsheet. The template is free to download. Apify usage and n8n hosting or plan charges may apply.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Connect your accounts
&lt;/h2&gt;

&lt;p&gt;Import the JSON into a &lt;strong&gt;new, empty n8n workflow&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;If n8n reports an unavailable Apify node, install the verified Apify community node using the community-node controls supported by your instance. Then select your Apify credential on every Apify node, and your Google Sheets credential on the Sheets node.&lt;/p&gt;

&lt;p&gt;Keep credentials in n8n. Do not paste tokens into the workflow JSON or a public repository.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. Prepare Google Sheets
&lt;/h2&gt;

&lt;p&gt;Create a blank tab named &lt;strong&gt;Booking Shortlist&lt;/strong&gt; and import &lt;code&gt;sheet-header.csv&lt;/code&gt; into its first row.&lt;/p&gt;

&lt;p&gt;Keep the headers exactly as supplied. They include property identity, stay dates, prices, currency, collection time, coverage and the run receipt.&lt;/p&gt;

&lt;p&gt;The key column is &lt;code&gt;upsertKey&lt;/code&gt;. The node &lt;strong&gt;Upsert dated shortlist in Google Sheets&lt;/strong&gt; uses &lt;strong&gt;Append or Update Row&lt;/strong&gt;, matching only that column. Matching by a hotel's display name would be less reliable because names can change or be shared.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Set a small search
&lt;/h2&gt;

&lt;p&gt;Open &lt;strong&gt;Shortlist settings&lt;/strong&gt; and configure:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Setting&lt;/th&gt;
&lt;th&gt;Initial value&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;destination&lt;/td&gt;
&lt;td&gt;Tivat, Montenegro, or your destination&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;checkIn&lt;/td&gt;
&lt;td&gt;Your future arrival date, in YYYY-MM-DD format&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;checkOut&lt;/td&gt;
&lt;td&gt;Your future departure date, after checkIn&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;adults / rooms&lt;/td&gt;
&lt;td&gt;2 / 1, or your requirements&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;maxProperties&lt;/td&gt;
&lt;td&gt;
&lt;strong&gt;5&lt;/strong&gt; — change the template's default of 20&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;currency&lt;/td&gt;
&lt;td&gt;EUR, or another supported currency&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;spreadsheetId&lt;/td&gt;
&lt;td&gt;The ID from your Google Sheets URL&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;sheetName&lt;/td&gt;
&lt;td&gt;Booking Shortlist&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;maxCostPerRunUsd&lt;/td&gt;
&lt;td&gt;Keep &lt;strong&gt;0.10&lt;/strong&gt; for the first test&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Use the spreadsheet ID between &lt;code&gt;/d/&lt;/code&gt; and &lt;code&gt;/edit&lt;/code&gt; in its URL, not the whole URL. Replace both date placeholders before running.&lt;/p&gt;

&lt;p&gt;The $0.10 setting is a maximum Actor charge per run, not a quoted price for five properties or a cap on your n8n hosting bill.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. Run manually and inspect the receipt
&lt;/h2&gt;

&lt;p&gt;Start with &lt;strong&gt;Test manually&lt;/strong&gt;. Leave the daily schedule inactive.&lt;/p&gt;

&lt;p&gt;The workflow calls the pinned Actor once, retrieves its output, reconciles the returned rows and coverage, and then either writes verified rows or returns a no-write receipt. It does not automatically retry the paid Actor call.&lt;/p&gt;

&lt;p&gt;Inspect the Sheet and the final receipt together. A successful execution alone does not mean the whole destination was searched.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;CAPPED&lt;/strong&gt; means the result was bounded. You can use the shortlist while retaining that limitation.&lt;/li&gt;
&lt;li&gt;Missing source prices should remain blank; do not turn them into zero-cost stays.&lt;/li&gt;
&lt;li&gt;A no-write receipt should be investigated before starting another paid run.&lt;/li&gt;
&lt;li&gt;Keep &lt;code&gt;priceBasis&lt;/code&gt;, &lt;code&gt;checkoutVerified&lt;/code&gt;, currency and stay dates visible when comparing amounts.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  6. Check a repeat run
&lt;/h2&gt;

&lt;p&gt;For a sequential repeat with the same settings, compare &lt;code&gt;upsertKey&lt;/code&gt; values and the number of data rows before and after.&lt;/p&gt;

&lt;p&gt;Matching properties update existing rows. Newly returned properties or a changed search scope can legitimately add rows. This workflow maintains a shortlist; it does not create a new historical price observation on every run.&lt;/p&gt;

&lt;p&gt;In the recorded repeat test, five rows were updated, the Sheet remained at six total data rows, and duplicate keys remained at zero. The five-property CSV is a saved sample, not a claim that the test Sheet contained only those five rows. This evidence does not establish safety for overlapping concurrent executions.&lt;/p&gt;

&lt;h2&gt;
  
  
  If something does not work
&lt;/h2&gt;

&lt;p&gt;Check the failing node before rerunning the whole workflow:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Symptom&lt;/th&gt;
&lt;th&gt;First check&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Preflight stops&lt;/td&gt;
&lt;td&gt;Replace placeholders, check date order and spreadsheet ID&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Apify node is unavailable&lt;/td&gt;
&lt;td&gt;Install the required node and select its credential&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Sheets access fails&lt;/td&gt;
&lt;td&gt;Confirm the selected Google account can edit the spreadsheet&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Wrong columns or mapping&lt;/td&gt;
&lt;td&gt;Compare the first row with the supplied header CSV&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Duplicate property rows&lt;/td&gt;
&lt;td&gt;Confirm the matching column is only upsertKey and inspect whether search scope changed&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Fewer results than expected&lt;/td&gt;
&lt;td&gt;Inspect coverage and limits before increasing the search&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Version and next step
&lt;/h2&gt;

&lt;p&gt;This walkthrough uses the unchanged published workflow pinned to Actor build &lt;strong&gt;0.10.1&lt;/strong&gt;. The recording and repeat proof apply to that version; they are not a new test of the Actor's current &lt;code&gt;latest&lt;/code&gt; build.&lt;/p&gt;

&lt;p&gt;Start with the &lt;a href="https://github.com/bulatovicluka1989-rgb/luminar-apify-examples/tree/main/actors/booking-hotels-scraper-private-v1/n8n-demo" rel="noopener noreferrer"&gt;workflow and saved example&lt;/a&gt;. Once the small manual run produces the rows you need, decide whether to expand the search or keep it as an occasional shortlist.&lt;/p&gt;

</description>
      <category>tutorial</category>
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