This dataset requires a paid license. Please purchase access at the link below and provide your Hugging Face username. Once purchased, submit an access request on this page. Access is granted manually.

Shopify Cash on Delivery Apps Market Intelligence Dataset

This dataset packages 68 current Shopify App Store COD-focused apps into one analysis-ready table for checkout-operations research, merchant screening, pricing analysis, and competitive intelligence.

It starts from Shopify's live Pay later lane, filters for COD-focused listings, and enriches each app with pricing-plan structure, review volume, Built for Shopify flags, languages, integrations, category feature labels, developer metadata, and workflow signals such as OTP verification, COD fees, order forms, partial payments, fraud/RTO control, WhatsApp support, and AI support.

Current snapshot highlights:

Median starting monthly price is $7.99
Median review count is 6, with the largest app at 2,669 reviews
16.2% of rows carry Shopify's Built for Shopify badge
35.3% of rows include OTP or verification language, and 33.8% mention partial-payment or deposit workflows
29.4% of rows include order-form language, and 55.9% mention fraud or RTO control

Use cases

Benchmark Shopify COD app pricing, trial strategy, and review density
Compare how OTP, fee, order-form, fraud-control, and partial-payment positioning distribute across the category
Screen which apps bundle the broadest COD workflow sets and integrations for merchant recommendations
Build internal dashboards for Shopify app-market monitoring, founder research, and agency tooling comparisons

Dataset Preview

record_id	app_slug	app_name	app_url	category_slug	category_name	category_page_url	page_number	position_on_page	category_rank	icon_url	developer_name	developer_url	developer_domain	developer_location	launched_date	rating	review_count	review_histogram_pipe	review_share_pct_pipe	pricing_summary	pricing_model	has_free_plan	has_free_trial	is_free_to_install	has_built_for_shopify	pricing_plan_count	monthly_price_min_usd	monthly_price_max_usd	yearly_discount_max_pct	plan_names_pipe	plan_price_labels_pipe	plan_trial_labels_pipe	short_description	long_description	languages_pipe	language_count	works_with_pipe	integration_count	category_labels_pipe	category_label_count	feature_groups_pipe	category_features_pipe	feature_count	merchant_summary_text	has_ai_signal	has_cod_signal	has_otp_verification_signal	has_partial_payment_signal	has_cod_fee_signal	has_order_form_signal	has_fraud_rto_signal	has_whatsapp_signal	has_checkout_rules_signal	has_checkout_customization_signal	has_upsell_signal	has_dropshipping_signal	primary_channel	market_signal_score	source_domain	last_collected_at
shopify-app-cash-on-delivery-cod-order-confirmation	cash-on-delivery-cod-order-confirmation	COD King-Part COD & OTP Verify	https://apps.shopify.com/cash-on-delivery-cod-order-confirmation	selling-products-payments-pay-later	Pay later	https://apps.shopify.com/categories/selling-products-payments-pay-later/all	1	1	1	https://cdn.shopify.com/app-store/listing_images/3d1bb563b5ee5efd3a31b2de7077a71c/icon/CO2wkdOko48DE... [7 more chars]	Notifik Technologies LLP - COD King	https://codking.tech/	codking.tech	T2-804, Oceanus Vista, Bangalore, KA, 560035, IN	May 20, 2021 · Changelog	4.9	918	5:903\|4:2\|3:2\|2:3\|1:8	5:98\|4:0\|3:0\|2:0\|1:1	Free to install Free to install	free_to_install	False	False	True	True	4	9.99	59		Free to install\|Pro\|Enterprise\|Enterprise Plus	Free to install\|$9.99 / month\|$39 / month\|$59 / month		Cash on delivery verification & Partial COD & partial payments	App that helps merchants to do COD Order verification and charge extra charge to customers if they s... [51 more chars]	English	1	Checkout\|Customer accounts\|Shopify Admin\|Easy sell\|Proweb sms\|SMS\|Twilio\|Veevo tech\|Whatsapp	11	Pay later	1	COD management\|Form customization\|Conversion and upsell	Custom fees\|Prepaid incentives\|Hide payment type\|Fraud prevention\|One-time password (OTP)\|Phone... [214 more chars]	19		False	True	True	True	False	False	True	True	False	True	False	False	multi-workflow	100	apps.shopify.com	2026-06-04 19:44:26+00:00
shopify-app-easy-order-form	easy-order-form	EasySell COD Form & Upsells	https://apps.shopify.com/easy-order-form	selling-products-payments-pay-later	Pay later	https://apps.shopify.com/categories/selling-products-payments-pay-later/all	1	2	2	https://cdn.shopify.com/app-store/listing_images/5eb86529c69f81640f33df6f8367d84c/icon/CMr-h5LxqPkCE... [7 more chars]	Tyslo	https://tyslo.com	tyslo.com	Sharjah, SH, AE	October 8, 2020	4.9	875	5:808\|4:57\|3:5\|2:0\|1:5	5:92\|4:7\|3:1\|2:0\|1:1	Free to install Free to install	free_to_install	False	False	True	False	4	9.95	59.95	25.0	Forever Free\|PRO\|ADVANCED\|UNLIMITED	Free to install\|$9.95 / month\|$24.95 / month\|$59.95 / month		Cash on Delivery Form for Dropshipping with Upsells Offers OTP	EasySell COD order Form & Upsells allows you to create a 1 Click COD order form to quickly collect C... [54 more chars]	English\|Spanish\|Italian\|French\|Arabic\|German\|Croatian\|Portuguese (Brazil)\|Portuguese (Portug... [31 more chars]	12	Shopify Admin\|GemPages\|Google Sheets\|Kaching Bundles\|PageFly\|Pumper Bundles\|Wide Bundles & Bix... [4 more chars]	7	Pay later\|Upsell and cross-sell	2	COD management\|Form customization\|Conversion and upsell\|Customization\|Offers and recommendations... [11 more chars]	Custom fees\|Prepaid incentives\|Fraud prevention\|One-time password (OTP)\|IP blocking\|Phone confi... [704 more chars]	48		False	True	True	True	False	True	True	True	False	True	True	True	multi-workflow	95	apps.shopify.com	2026-06-04 19:44:26+00:00
shopify-app-payflow	payflow	Payflow: COD & Checkout Rules	https://apps.shopify.com/payflow	selling-products-payments-pay-later	Pay later	https://apps.shopify.com/categories/selling-products-payments-pay-later/all	1	3	3	https://cdn.shopify.com/app-store/listing_images/c8ce8fa96849fbf76ba21c0883d07745/icon/CJXbnNq-y4MDE... [7 more chars]	Appfleece	https://appfleece.com	appfleece.com	Jana Palacha 363, Zelené Předměstí, Pardubice, 530 02, CZ	December 13, 2023 · Changelog	4.9	107	5:103\|4:1\|3:1\|2:0\|1:2	5:96\|4:1\|3:1\|2:0\|1:2	Free plan available Free plan available	freemium_subscription	True	False	False	True	2	4.99	4.99	17.0	FREE\|PREMIUM	Free\|$4.99 / month		COD fees, payment and delivery rules with checkout validations	Add Cash on Delivery fees, customize payment or delivery methods, and create checkout validations us... [60 more chars]	English	1	Checkout\|Shopify Admin	3	Pay later\|Cart customization	2	COD management\|Form customization\|Conversion and upsell\|Cart display\|Upselling\|Checkout customi... [6 more chars]	Custom fees\|Prepaid incentives\|Hide payment type\|Rename payment types\|Sort payment types\|Shippi... [205 more chars]	17	Merchants highly recommend this app for its seamless integration of Cash on Delivery (COD) options,... [344 more chars]	False	True	False	True	False	False	False	False	True	True	False	False	multi-workflow	59	apps.shopify.com	2026-06-04 19:44:26+00:00
shopify-app-releasit-cod-order-form	releasit-cod-order-form	Releasit COD Form & Upsells	https://apps.shopify.com/releasit-cod-order-form	selling-products-payments-pay-later	Pay later	https://apps.shopify.com/categories/selling-products-payments-pay-later/all	1	4	4	https://cdn.shopify.com/app-store/listing_images/59ff1b17b1415cf11af2ee0a00c68334/icon/CKKYs5695_ICE... [7 more chars]	Releasit	https://www.releas.it	www.releas.it	1 Kingdom St, Paddington Central, London, ENG, W26BD, GB	August 31, 2021	4.9	2669	5:2\|4:126\|3:14\|2:3\|1:39	5:93\|4:5\|3:1\|2:0\|1:1	Free to install Free to install	free_to_install	False	False	True	True	4	9.99	69.99	25.0	Forever Free\|Premium\|Enterprise\|Unlimited	Free to install\|$9.99 / month\|$29.99 / month\|$69.99 / month		Cash on Delivery Form for Dropshipping: Upsells, OTP, SMS	Create a 1 Click COD Order Form with Upsells, Offers and more. Increase Conversions and AOV and let... [53 more chars]	English\|Italian\|Spanish\|French\|Czech\|Danish\|German\|Finnish\|Japanese\|Korean\|Norwegian (Bokm... [131 more chars]	20	Checkout\|Shopify Admin\|GemPages\|Google Sheets\|Kaching Cart\|PageFly\|Wide Bundles\|Zipify Pages	9	Pay later\|Upsell and cross-sell	2	COD management\|Form customization\|Conversion and upsell\|Customization\|Offers and recommendations... [11 more chars]	Custom fees\|Prepaid incentives\|Fraud prevention\|One-time password (OTP)\|IP blocking\|Phone confi... [794 more chars]	53		True	True	True	True	False	True	True	True	False	True	True	True	multi-workflow	100	apps.shopify.com	2026-06-04 19:44:26+00:00
shopify-app-etp-cod-cash-on-delivery-fee	etp-cod-cash-on-delivery-fee	ACOD: Cash On Delivery COD Fee	https://apps.shopify.com/etp-cod-cash-on-delivery-fee	selling-products-payments-pay-later	Pay later	https://apps.shopify.com/categories/selling-products-payments-pay-later/all	1	5	5	https://cdn.shopify.com/app-store/listing_images/6013860be5bbc781cc462ac608b36afc/icon/CIra4N-Xi5EDE... [7 more chars]	E-TRADE PARTNER			Hoża 86/410, Warszawa, 00-682, PL	August 14, 2024	4.9	105	5:97\|4:6\|3:0\|2:0\|1:2	5:92\|4:6\|3:0\|2:0\|1:2	Free plan available. Free trial available. Free plan available	freemium_subscription	True	True	False	True	4	4.99	9.99	20.0	DEVELOPMENT STORE\|Basic\|Grow/Advanced\|Plus	Free\|$4.99 / month\|$7.99 / month\|$9.99 / month	7-day free trial	Add a COD Fee and Limit Cash on Delivery fee (COD) using rules	ACOD Cash on Delivery simplifies cash on delivery management for merchants by allowing custom fees,... [50 more chars]	English	1	Checkout\|Shopify Admin\|Cash on Delivery\|COD\|Payment methods\|Shipping options	7	Pay later	1	COD management\|Form customization\|Conversion and upsell	Custom fees\|Hide payment type\|Sort payment types\|Shipping options\|One-click order	5		False	True	False	False	True	False	False	False	True	True	False	False	multi-workflow	64	apps.shopify.com	2026-06-04 19:44:26+00:00

Access Requirements (Paid Dataset)

This dataset is behind manual gated access.

To obtain access:

Purchase the dataset here:
https://thearticulated.gumroad.com/l/shopify-cash-on-delivery-apps-market-intelligence
Provide your Hugging Face username at checkout.
Return to this Hugging Face page and click:
"Request Access"
Your access will be approved within 1-12 hours.

Once approved, you can use the Python snippet at the bottom of this README to load the dataset.

Dataset Structure

Total rows: 68

Total columns: 65

Splits

data: 68 rows

Data Files

data: data/data.parquet

Data Dictionary

The table below describes the columns included in this dataset.

column	pandas_dtype	dataset_type	description
record_id	object	string	Text column. Stable unique row identifier derived from the Shopify app handle.
app_slug	object	string	Text column. Shopify app handle used in the public app-store URL.
app_name	object	string	Text column. Customer-facing Shopify app name shown on the category and detail pages.
app_url	object	string	Text column. Canonical public Shopify App Store URL for the app.
category_slug	object	string	Text column. Shopify App Store category slug used as the source discovery lane.
category_name	object	string	Text column. Human-readable Shopify category name for the source lane.
category_page_url	object	string	Text column. Base Shopify category URL used to collect the pay-later lane before COD-focused filtering.
page_number	Int64	integer	Whole-number numeric column. Category page number on which the app was discovered within the pay-later lane.
position_on_page	Int64	integer	Whole-number numeric column. 1-based position of the app on its discovered category page.
category_rank	Int64	integer	Whole-number numeric column. Overall 1-based rank across the paginated Shopify pay-later crawl.
icon_url	object	string	Text column. Public Shopify app icon URL exposed on the category card.
developer_name	object	string	Text column. Developer or company name shown on the app detail page.
developer_url	object	string	Text column. Developer website URL shown on the support section when available.
developer_domain	object	string	Text column. Domain extracted from the developer website URL when available.
developer_location	object	string	Text column. Developer location text shown on the Shopify app detail page when available.
launched_date	object	string	Text column. Launch date shown on the Shopify app detail page when available.
based_in_country	object	empty	Column contains no non-null values. Country or region text from the app page's based-in note when available.
rating	float64	float	Decimal numeric column. Overall Shopify App Store rating shown for the app.
review_count	Int64	integer	Whole-number numeric column. Total public review count shown on the Shopify app page.
review_histogram_pipe	object	string	Text column. Pipe-delimited rating-count histogram in the format star:count.
review_share_pct_pipe	object	string	Text column. Pipe-delimited rating-share histogram in the format star:percent.
pricing_summary	object	string	Text column. Short pricing summary shown near the top of the Shopify app detail page.
pricing_model	object	string	Text column. Best-effort pricing model classification inferred from the pricing summary and plan cards.
has_free_plan	boolean	boolean	True/false column. Boolean flag indicating that Shopify labels the app as having a free plan.
has_free_trial	boolean	boolean	True/false column. Boolean flag indicating that Shopify labels the app as having a free trial.
is_free_to_install	boolean	boolean	True/false column. Boolean flag indicating that Shopify labels the app as free to install.
has_built_for_shopify	boolean	boolean	True/false column. Boolean flag indicating that the app carries the Built for Shopify badge.
pricing_plan_count	Int64	integer	Whole-number numeric column. Number of pricing plan cards exposed on the Shopify app detail page.
monthly_price_min_usd	float64	float	Decimal numeric column. Lowest monthly list price in USD parsed from the pricing cards when available.
monthly_price_max_usd	float64	float	Decimal numeric column. Highest monthly list price in USD parsed from the pricing cards when available.
one_time_price_min_usd	float64	empty	Column contains no non-null values. Lowest one-time charge price in USD parsed from pricing text when available.
usage_rate_min_usd	float64	empty	Column contains no non-null values. Lowest usage-based per-unit price parsed from pricing text when available.
yearly_discount_max_pct	float64	float	Decimal numeric column. Largest yearly savings percentage parsed from the pricing cards when available.
plan_names_pipe	object	string	Text column. Pipe-delimited pricing plan names from the Shopify app detail page.
plan_price_labels_pipe	object	string	Text column. Pipe-delimited human-readable plan price labels from the pricing cards.
plan_trial_labels_pipe	object	string	Text column. Pipe-delimited trial or footer labels associated with the pricing cards.
short_description	object	string	Text column. Short category-card summary shown for the app in the source category listing.
long_description	object	long text	Free-text column containing longer text values. Longer normalized descriptive text from the Shopify app detail page.
key_benefits_pipe	object	empty	Column contains no non-null values. Pipe-delimited value-proposition bullets from the top descriptive section of the app page.
languages_pipe	object	string	Text column. Pipe-delimited languages listed on the Shopify app detail page.
language_count	Int64	integer	Whole-number numeric column. Count of languages listed on the Shopify app detail page.
works_with_pipe	object	string	Text column. Pipe-delimited integrations or tools listed in the Works with section.
integration_count	Int64	integer	Whole-number numeric column. Count of integrations or tools listed in the Works with section.
category_labels_pipe	object	string	Text column. Pipe-delimited top-level Shopify app categories shown inside the app detail page.
category_label_count	Int64	integer	Whole-number numeric column. Count of top-level category labels shown inside the app detail page.
feature_groups_pipe	object	string	Text column. Pipe-delimited category feature-group headings shown on the app detail page.
category_features_pipe	object	long text	Free-text column containing longer text values. Pipe-delimited category feature labels shown on the app detail page.
feature_count	Int64	integer	Whole-number numeric column. Count of distinct category feature labels shown on the app detail page.
merchant_summary_text	object	long text	Free-text column containing longer text values. Shopify Magic merchant-summary text shown for sufficiently reviewed apps when available.
has_ai_signal	boolean	boolean	True/false column. Boolean flag for AI, agent, chatbot, GPT, or automation language in the app text.
has_cod_signal	boolean	boolean	True/false column. Boolean flag for COD or cash-on-delivery positioning in the app text.
has_otp_verification_signal	boolean	boolean	True/false column. Boolean flag for OTP, order verification, or phone-verification positioning in the app text.
has_partial_payment_signal	boolean	boolean	True/false column. Boolean flag for partial payment, split payment, deposit, or prepaid COD positioning in the app text.
has_cod_fee_signal	boolean	boolean	True/false column. Boolean flag for COD-fee or surcharge positioning in the app text.
has_order_form_signal	boolean	boolean	True/false column. Boolean flag for COD form, order form, lead form, or one-click order positioning in the app text.
has_fraud_rto_signal	boolean	boolean	True/false column. Boolean flag for fake-order prevention, fraud reduction, confirmation, or RTO reduction positioning in the app text.
has_whatsapp_signal	boolean	boolean	True/false column. Boolean flag for WhatsApp, SMS, or IVR order-confirmation positioning in the app text.
has_checkout_rules_signal	boolean	boolean	True/false column. Boolean flag for checkout-rule, payment-method, or COD-availability-rule positioning in the app text.
has_checkout_customization_signal	boolean	boolean	True/false column. Boolean flag for checkout, thank-you-page, order-status-page, or post-purchase positioning in the app text.
has_upsell_signal	boolean	boolean	True/false column. Boolean flag for upsell, downsell, or offer-boost positioning in the app text.
has_dropshipping_signal	boolean	boolean	True/false column. Boolean flag for dropshipping positioning in the app text.
primary_channel	object	string	Text column. Best-effort primary COD workflow inferred from the app text, such as order forms, OTP verification, COD fees, fraud control, or partial payments.
market_signal_score	Int64	integer	Whole-number numeric column. Heuristic 0-100 score combining reviews, rating, feature depth, integrations, pricing breadth, badge signals, and COD workflow relevance.
source_domain	object	string	Text column. Source domain used for category and app-page collection.
last_collected_at	datetime64[ns, UTC]	datetime	Date or timestamp column. UTC timestamp when the row was collected for this dataset build.

Intended Use

This dataset is intended for research, experimentation, analysis, and model prototyping.

Loading the Dataset


import os
from datasets import load_dataset

HUGGINGFACE_API_KEY_KARMANE = os.environ.get("HUGGINGFACE_API_KEY_KARMANE")

dataset = load_dataset(
    "Karmane/shopify-cash-on-delivery-apps-market-intelligence",
    token=HUGGINGFACE_API_KEY_KARMANE,
)

print(dataset)
print(dataset[list(dataset.keys())[0]][0])

# getting the DataFrame itself
# df = dataset[list(dataset.keys())[0]].to_pandas()

Karmane. (2025). Shopify Cash on Delivery Apps Market Intelligence Dataset. Hugging Face. https://huggingface.co/datasets/Karmane/shopify-cash-on-delivery-apps-market-intelligence

Downloads last month: 14

Total file size:

148 kB