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Skala agilt med ramverket Agile Marketing Navigator

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Skala agilt med ramverket Agile Marketing Navigator

Många tror att att skala agilt innebär att ta det från ett lag till många. Även om det är en del av det, handlar smidighet i skala mer om kulturomvandling. Alla i marknadsorganisationen behöver förvandlas till ett agilt sätt att tänka och agera.

Den praxis vi har etablerat i Agil marknadsföringsnavigator hjälpa till att driva kulturförändring och rätt beteenden för agility. Idag kommer vi att fokusera på cykeltid, avfallsborttagning och rollerna som intressenter och praktikledare som kan hjälpa dig att ta agil marknadsföring till nästa nivå.

Ta bort avfall genom att se över gamla arbetssätt

När det kommer till avfallsborttagning kan ett team göra ändringar om de kan arbeta självständigt. Men mer betydande ansträngningar krävs för att göra slagkraftiga förändringar i större organisationer där system och processer når långt utanför teamet.

Låt oss säga att flera agila team har identifierat att det krävs för många sign-offs för att få arbetet levererat snabbt och med agilitet. Nu vet du att detta är ett systemproblem i marknadsföringen som kräver mer än en plåsterreparation.

Det första steget är att mäta problemets inverkan på den övergripande marknadsföringsleveransen. Det är bäst att göra detta i samarbete och få hjälp från representanter för flera team och nivåer i företaget. Du kan dela upp objekt efter de typer som verkar mest problematiska. 

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Låt oss säga att alla säger att processen för att lansera en målsida på din webbplats är väldigt långsam och har flest sign-offs. Ta klisterlappar och kartlägg alla steg i processen, med fokus på varje sign-off. Detta gör att du kan kvantifiera en baslinje för hur många steg som är i din process och hur lång tid det tar idag. 

Du kommer sedan att titta på det totala antalet genomsnittliga dagar det tar att leverera målsidan i hela organisationen. I det här exemplet säger vi att det tar i genomsnitt 45 arbetsdagar att lansera en målsida från början till slut.

Alla borde då diskutera vad som verkar vara en mer rimlig tidsram. Denna grupp bestämmer sig för att sträva efter 30 dagar. Nu måste de avslöja var de kan få tillbaka dessa 15 dagar, varav de flesta är bundna i godkännanden och väntetid.

Eftersom det här problemet begränsar alla marknadsförare måste ledare kunna ta steget och vara villiga att radikalt stärka förändringen från gamla sätt att arbeta. De kommer att behöva tillåta denna förändring att ske och stärka Lean-tänkande. Detta innebär ofta att ge upp lite säkerhet eller säkerhet i utbyte mot snabbhet. Och ja, misstag kan hända. Men det är här att lita på att människor kommer att lära av dem och den övergripande förändringen kommer att uppväga risken.

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Det är denna typ av kulturförändring som kommer att leda till verklig smidighet. Ledare: Du kan inte bara lämna över agil marknadsföring till ditt team och gå därifrån. Det är absolut nödvändigt att du ger teamen möjlighet att identifiera problemen samtidigt som du aktivt banar väg för dem att implementera nya sätt att arbeta.

Leda praktikgemenskaper

När du mognar i din agila praktik och bildar team kring affärsbehov, bryter du dig från traditionellt byggda avdelningar kring discipliner. Men eftersom du involverar fler och fler team i agil marknadsföring kommer det att vara riktigt viktigt att dessa discipliner fortfarande har starkt ledarskap och bästa praxis.

En Design Community of Practice är ett bra exempel. Praktikledaren måste arbeta med alla designers i alla agila team för att säkerställa varumärkeskvalitet och tillväxt inom området. 

En praktikledare i vårt ramverk är vanligtvis en avdelningschef, men deras roll förändras med agil marknadsföring. De tilldelar eller hanterar inte längre arbete, men de måste fortfarande arbeta för att säkerställa att alla på fältet kan bli framgångsrika med färdigheter, verktyg, kunskapsdelning och praxisstandarder.

Om du arbetar i agilt idag och har upptäckt att de funktionella rollerna minskar, börja omedelbart driva en Community of Practice, och du kommer att upptäcka att du kan lyckas med ett leveransteam som har flera färdigheter, såväl som i en gemenskap där delade kompetenser maximeras.

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När du växer inom agil marknadsföring, kom ihåg att det inte bara är en check-the-box-process eller ramverk. Riktigt bra agil marknadsföring kräver stora ledare som är investerade i sann transformation.


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4 White Label Tools to Help Brand Your Agency’s Services

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4 White Label-verktyg som hjälper dig att varumärket din byrås tjänster

As a digital marketing agency, your team renders its services to clients by using a stack of cloud-based tools. The services you offer might include building clients’ landing pages, optimizing their website’s search engine presence, capturing leads for them to nurture, running their email marketing campaigns, managing their social media, or any number of other options.

You likely already have a toolkit in place that helps you tackle all client work and communications. But are these tools helping you build your agency’s brand?

White-label tools are software-as-a-service (SaaS) solutions developed and maintained by third-party vendors that you can rebrand and customize to showcase as your own. You can tailor these tools to match your agency’s (or your client’s) branding — in terms of the logo, colors, fonts, etc.

This creates a consistent, agency-branded service experience that helps boost your client’s confidence in your agency, thus improving your reputation, loyalty, perceived value and bottom line. But for each marketing activity mentioned above, there are plenty of white-label tools to choose from. Hunting and figuring out the best ones is a rather time-consuming task.

This post is here to help. Here are four great white-label tools to brand your agency’s marketing services and deliver a more compelling client experience.

1. Tilda

A beautiful, functional website is the foundation of any brand’s online presence and marketing success. Tilda is an intuitive drag-and-drop platform that provides a quick and easy way to build your clients’ websites and landing pages.

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Whether it’s for a one-time promotion or a downloadable content freebie, Tilda offers a wide range of pre-designed blocks that you can customize to suit your client’s landing page requirements in terms of design and functionality. Its visual editor allows you to add multimedia content (images, videos, etc.), use custom fonts, integrate payment systems, add animations, and a lot more.

It comes with a built-in CRM that collects statistics on leads and customers, giving visibility into your client’s website performance. On the Personal or Business Plan, you can remove the “Made on Tilda” label that is added to all pages by default. Coupled with a custom domain, this removes all mentions of Tilda, making it a feature-rich white-label website builder ideal for agencies.

The end result is a branded, responsive, fast-loading, and SEO-friendly website or page that helps you drive leads and revenue for your clients.

2. vcita

vcita is an all-in-one small business management platform that lets solo service providers and small teams centralize their routine operations: appointment scheduling, billing, payment collection, client management, and marketing.

1686037654 197 4 White Label Tools to Help Brand Your Agencys Services

With its white-label partner program built for agencies, vcita allows you to deploy an agency-branded web and mobile app that your clients can leverage to efficiently manage their schedules, cash flow, relationships, and nurture processes. You can even offer in-app education flows so your clients can easily learn how to make the most of the platform.

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In doing so, you help your small business clients render a better service experience to their customers, as they can provide self-service appointment scheduling, messaging, and payment options while automating their bookings and invoicing processes — all from the vcita app branded as your own.

This helps your agency stay top of mind and upsell additional services based on the client’s business circumstances. You can also integrate other apps into your app’s dashboard, making it a hub for clients to collaborate with you on whatever projects you like. Plus, your branded app can bring in recurring subscription revenue.

3. BrightLocal

BrightLocal is a local marketing platform that provides small businesses with the tools to manage and improve their online presences. It helps with local search engine optimization (SEO), online reputation management, citation building, local link building, localized content creation, and competitive research.

1686037655 79 4 White Label Tools to Help Brand Your Agencys Services

Designed with agencies in mind, BrightLocal enables you to uncover SEO issues that need fixing and the best growth opportunities to rank higher and improve results for your clients. You can track your clients’ local rankings and citations, conduct local SEO audits, manage customer reviews, and provide clients with a live dashboard so they can monitor progress.

Som en white-label SEO tool, it lets you create customizable SEO reports (online and PDF) branded with your agency’s logo and colors. You have complete control of the data clients can see. You can also set up automated, agency-branded email reports sent via your own unique white-label domain.

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4. Campaign Monitor

A popular email marketing automation platform, Kampanjövervakning offers professionally-designed templates on a simple drag-and-drop interface to create engaging email campaigns such as product announcements, newsletters, and event promotions.

1686037655 685 4 White Label Tools to Help Brand Your Agencys Services

You can segment your client’s customers based on purchase data and then build hyper-targeted segments to send highly personalized emails tailored to their individual interests.

Built with marketing agencies in mind, Campaign Monitor’s private labeling lets you give the platform a complete makeover — logos, fonts, colors, backgrounds, etc. — with your agency’s branding to provide your clients with a proprietary service experience.

A single dashboard gives you a master view to easily manage all client accounts. What’s more, Campaign Monitor integrates with many popular CRM and marketing tools such as Salesforce, helping you build stronger customer relationships for your clients.

Avslutar

To sum up, white labeling enables you to offer your clients a consistent, agency-branded experience that helps you stand out from competitors, build credibility and authority, and solidify client relations.

Give the tools discussed above a test drive to start white labeling your service offerings right away.

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5 steg för bättre brainstorming som fungerar

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5 steg för bättre brainstorming som fungerar

Re:Think Innovation author Carla Johnson warns content marketers about brainstorming without doing anything to prime the work.

Omitting the critical preparation step, she says, prevents fresh inspiration. It can also lead to ideas that lack the proper audience focus, don’t align with your content strategy, and fall outside execution capabilities.

To help marketers avoid that trap, Carla developed an approach to generating valuable, viable innovation ideas. She calls it the Perpetual Innovation Process (PIP).

PIP shifts your team from their legacy thought patterns to surface novel ideas and manifests them into actionable marketing. It also builds a path around the pitfalls of traditional brainstorming.

Shift your #content team from legacy thought patterns to surface novel ideas and actionable marketing, says @joderama via @CMIContent. Klicka för att tweeta

Here’s what the process involves and how you can use it to bring more exciting, innovative ideas to market.

Follow the Perpetual Innovation Process

Think of a marketing challenge for which you need an innovative solution. For example, you may struggle to think of a unique theme for a new brand podcast or create an event that advances your thought leadership.

Carla details each step in Re:Think Innovation, but with her permission, I’ve summarized the key points:

Set the stage

You need to know where you hope to arrive. So, before you start the perpetual innovation process, create an objective statement that puts the critical elements into focus.

“Setting an objective creates consensus about the outcome you’re ultimately looking to achieve. It helps you decide what problem you want to solve and how it bubbles up to your goal. It also aligns your team around the work that will need to get done,” Carla says.

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Use Carla’s simple template (below) to set that objective. Fill in the blanks to detail why you need ideas, what they’re meant to accomplish for your business, and what constraints you’ll face on the way:

  1. The intention: “We need ideas to ___.”
  2. The impact: “So we can ____.”
  3. The realistic conditions: “With these constraints ____.”

1686012378 589 5 Steps To Better Brainstorming That Works

Establish a brainstorming objective: We need ideas to ____, so we can _____, with these constraints _____ via @CarlaJohnson @joderama @CMIContent. Klicka för att tweeta

Carla says constraints are part of the equation to come up with innovative ideas rather than just creative ones. “Anybody could have an amazing idea if they didn’t have to work within constraints like budget and time,” she says.

Setting real-world boundaries pushes a more disciplined form of thinking. “It provides a more cohesive view of your brand, which can spark opportunities to tell bigger, more impactful stories than the ones you initially envisioned,” Carla says.

Seek inspiration and make purposeful connections

Next, set your objective aside (you’ll return to it later) and work through the five steps in Carla’s innovation framework. In the end, not only will you have a stream of actionable ideas, but you can pitch them to secure stakeholder buy-in:

Step 1: Observe. Pay attention to the world around you, using all your senses. For example, you might see children, a ball, a few squirrels, or some trees if you’re outside. If you close your eyes, you might hear music playing faintly somewhere, smell food cooked on a grill, or feel a warm breeze.

You don’t need to ascribe any meaning to your observations or focus on an objective. Simply be mindful of your surroundings and write each detail you notice.

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Step 2: Distill. Scrutinize those individual details and discern their meaning in relation to each other. Look for similarities and categorize them into larger groups and patterns. For example, if you group children and a ball, that might bring to mind the idea of play; the sound of music and the smell of the grill could connect to ideas of entertainment or friendship.

Step 3: Relate. See where opportunities might exist to tell a bigger story about your brand. Compare the similarities and differences in the identified patterns and look for ways they might fit into your working world.

Ask yourself: “How might we transplant the ‘essence’ of friendship into our event challenge?” Or, “How might we apply the idea of play to the theme of our podcast?”

Not all patterns will translate but remember: There are no wrong connections, just ones that may not fit your needs. Prioritize the most evident connections to your business for step four.

Step 4: Generate. Solidify those abstract ideas into real possibilities. Take the broad list of how-might-we questions from the previous step and generate as many content ideas as possible for each. Don’t set any limitations. In fact, the wilder and crazier your ideas are, the closer you get to a truly innovative – and executable – idea. Form them as what-if questions, such as “What if we tried to …” or “What if we combine X and Y into …?”

Systematically probe the viability of each one after the ideas stop flowing. Use the constraints from your objective statement to make go or no-go decisions on which to develop. Whittle the go idea list by asking practical questions. For example:

  • Does the idea align with the brand’s priorities?
  • Is it something the audience needs right now?
  • Does the team have the bandwidth and budget to see it through?
  • Will implementation require unavailable capabilities or technologies?
  • Will other functional teams need to get involved?
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Step 5: Pitch. You’ve already done the hard work by the time you reach this step. Carla refers to the pitch as “the journey of an idea, told in the form of a story.” If you can’t pitch the idea so others will understand and embrace it, you’ll never get it off the ground.

If you can’t pitch an idea so others embrace it, you’ll never get it off the ground, says @CarlaJohnson via @joderama @CMIContent. Klicka för att tweeta

Tell the story of your idea, starting with observe (step one) and working the idea through generate (step four). Present that story through the lens of your audience. Think about what matters to them and how your idea will fit into their world as a cultural product.

Formulate three versions of the pitch – 30 seconds, 90 seconds, and five minutes. Practice delivering each one until you are comfortable enough to deliver them to your stakeholders.

Prepare to conquer your innovation challenges

With a systematic process for generating fresh – and properly focused – ideas, your team can rev up your creative output – and ramp up your ability to add real value to your brand’s experience.

Editor’s note: This article originally appeared in CCO.

Get more advice from Chief Content Officer, a publication for content leaders (monthly starting May 2023). Subscribe today to get it in your inbox.

HANDPLOCKAT RELATERAT INNEHÅLL:

Omslagsbild av Joseph Kalinowski/Content Marketing Institute



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Moz Links API: Tryck på varje slutpunkt i Python

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Moz Links API: Tryck på varje slutpunkt i Python

The purpose of this Jupyter Notebook is to introduce the Moz Links API using Python. This should work on any notebook hosting environment, such as Google Colab.

If you’re looking at this on Github, the code snippets can be copy/pasted into your own notebook environment. By the time you’ve run this script to the bottom, you will have used every Moz Links API endpoint, and can pick the parts you want for your own project. The official documentation can be found here.

Confused? Be sure to check out my intro to the Moz Links API.

Do global imports

The import statements at the top of a Python program are used to load external resources that are not loaded by default in the Python interpreter. These resources may include libraries or modules that provide additional functionality to the program.

Import statements are usually placed at the top of a program, before any other code is executed. This allows the program to load any necessary resources before they are needed in the program.

Once the resources have been loaded using import statements, they can be used anywhere in the program, not just in the cell where the import statement was written. This allows the program to access the functionality provided by the imported resources throughout its execution.

The libraries here not part of the standard Python library are requests och sqlitedict. You can install the with pip-installationsförfrågningar och pip install sqlitedict in your terminal or a Jupyter cell. If you’re using Anaconda, requests is pre-installed.

import json
import requests
from headlines import *
from pprint import pprint
from sqlitedict import SqliteDict as sqldict

Load login values from external file

The code below reads a file named “linksapi.txt” from the “assets” directory, which contains the login credentials, including the access ID and secret key needed to access the Moz API. These credentials are extracted from the file and assigned to two variables named ACCESSID och SECRETKEY. The with statement is used to ensure that the file is properly closed after it’s been read. Create a file whose contents look like this with your credentials manually retreived from moz.com:

ACCESSID: mozscape-1234567890
SECRETKEY: 1234567890abcdef1234567890abcdef

Once the credentials are extracted from the file, they are stored in a tuple named AUTH_TUPLE. This tuple can be used as an argument to the Moz API functions to authenticate and authorize access to the data.

The purpose of this approach is to avoid hard-coding sensitive login credentials directly in the program, which could pose a security risk if the code was shared or published publicly. Instead, the credentials are kept in a separate file that is not included in the repository, and can be easily created and updated as needed. This way, the code can be shared without exposing the credentials to the public.

with open("../assets/linksapi.txt") as fh:
    ACCESSID, SECRETKEY = [x.strip().split(" ")[1] for x in fh.readlines()]

AUTH_TUPLE = (ACCESSID, SECRETKEY)  # Don't show contents

Configure variables

In this code, there are several configuration variables that are used to set up the API call to the Moz Links API.

The first variable, COMMON_ENDPOINT, is a constant that stores the endpoint URL for the Moz API. The second variable, sub_endpoint, is a string that represents the endpoint subpath for the anchor text data, which will be appended to the COMMON_ENDPOINT URL to form the complete API slutpunkt URL.

The fourth variable, data_dict, is a dictionary that contains the parameters for the API request. In this case, the data_dict specifies the target URL for which we want to retrieve anchor text data, the scope of the data (in this case, page-level), and a limit of 1 result.

Finally, the json_string variable is created by converting the data_dict dictionary into a JSON-formatted string using the json.dumps() function. This string will be used as the request body when making the API call.

These variables are used to configure and parameterize the API request, and can be modified to perform any data_dict request against any Moz Links API sub_endpoint.

COMMON_ENDPOINT = "https://lsapi.seomoz.com/v2/"
sub_endpoint = "anchor_text"
endpoint = COMMON_ENDPOINT + sub_endpoint
data_dict = {"target": "moz.com/blog", "scope": "page", "limit": 1}
json_string = json.dumps(data_dict)

Actually hit the API (ensure success)

In JupyterLab, the last line of a code cell is automatically printed to the output area without requiring an explicit print() statement. The code you provided is using the requests module to send a POST request to a URL url with data in the form of a JSON string json_string. The authentication details are passed using the AUTH_TUPLE variable.

After sending the request, the response object r is printed using the print() statement. This will print the HTTP status code, such as 200 for success, 404 for not found, etc., along with the response headers.

Finally, the .json() method is called on the response object svar to parse the response data as JSON and return it as a Python dictionary. This dictionary can be assigned to a variable, used for further processing, or simply printed to the output area without requiring an explicit print() statement due to JupyterLab’s automatic printing behavior for the last line of a code cell.

response = requests.post(endpoint, data=json_string, auth=AUTH_TUPLE)
pprint(response.json())

Outputs:

{'next_token': 'JYkQVg4s9ak8iRBWDiz1qTyguYswnj035nqjRF0IbW96IGJsb2e58hGzcmSomw==',
 'results': [{'anchor_text': 'moz',
              'external_pages': 7183,
              'external_root_domains': 2038}]}

List Sub-endpoints

This code defines a list of different sub-endpoints that can be appended to a common URL prefix to make different API endpoints. An API endpoint is a URL where an API can be accessed by clients. It is a point of entry to the application that acts as a gatekeeper between the client and the server. Each endpoint is identified by a unique URL, which can be used to interact with the API.

In this code, the list of sub-endpoints is defined in the sub_endpoints variable, and each endpoint is represented as a string. The for loop iterates over the list, prints the index number and name of each sub-endpoint using the print function, and increments the index by 1. The enumerate function is used to generate a sequence of pairs consisting of an index and a value from the list.

This code is useful for exploring the available endpoints for a particular API and for selecting the endpoint that corresponds to the desired functionality. By changing the sub-endpoint in the URL, clients can access different resources or perform different operations on the server.

sub_endpoints = [
    "anchor_text",
    "final_redirect",
    "global_top_pages",
    "global_top_root_domains",
    "index_metadata",
    "link_intersect",
    "link_status",
    "linking_root_domains",
    "links",
    "top_pages",
    "url_metrics",
    "usage_data",
]
for i, sub_endpoint in enumerate(sub_endpoints):
    print(i + 1, sub_endpoint)

Outputs:

1 anchor_text
2 final_redirect
3 global_top_pages
4 global_top_root_domains
5 index_metadata
6 link_intersect
7 link_status
8 linking_root_domains
9 links
10 top_pages
11 url_metrics
12 usage_data

Human-friendly labels

This code defines two lists: names och descriptions. The names list contains human-friendly labels for the set of sub-endpoints, while the descriptions list provides a brief description of each endpoint. The two lists are kept in the same order as the points list defined earlier in the code.

By keeping the three lists in the same order, they can be “zipped” together into a single list of tuples using the zip function. This produces a new list where each tuple contains the name, endpoint, and description for a particular API endpoint. This makes it easy to display a user-friendly summary of each API endpoint with its name and description.

De zip function combines the elements of the three lists element-wise, creating a tuple of the first elements from each list, then a tuple of the second elements, and so on. The resulting list of tuples can be iterated over, and each tuple unpacked to access the individual name, endpoint, and description elements for each API endpoint.

names = [
    "Anchor Text",
    "Final Redirect",
    "Global Top Pages",
    "Global Top Root Domains",
    "Index Metadata",
    "Link Intersect",
    "Link Status",
    "Linking Root Domains",
    "Links",
    "Top Pages",
    "URL Metrics",
    "Usage Data",
]

descriptions = [
    "Use this endpoint to get data about anchor text used by followed external links to a target. Results are ordered by external_root_domains descending.",
    "Use this endpoint to get data about anchor text used by followed external links to a target. Results are ordered by external_root_domains descending.",
    "This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)",
    "This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)",
    "This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)",
    "Use this endpoint to get sources that link to at least one of a list of positive targets and don't link to any of a list of negative targets.",
    "Use this endpoint to get information about links from many sources to a single target.",
    "Use this endpoint to get linking root domains to a target.",
    "Use this endpoint to get links to a target.",
    "This endpoint returns top pages on a target domain.",
    "Use this endpoint to get metrics about one or more urls.",
    "This endpoint Returns the number of rows consumed so far in the current billing period. The count returned might not reflect rows consumed in the last hour. The count returned reflects rows consumed by requests to both the v1 (Moz Links API) and v2 Links APIs.",
]

# Simple zipping example
list(zip(names, sub_endpoints, descriptions))

Outputs:

[('Anchor Text',
  'anchor_text',
  'Use this endpoint to get data about anchor text used by followed external links to a target. Results are ordered by external_root_domains descending.'),
 ('Final Redirect',
  'final_redirect',
  'Use this endpoint to get data about anchor text used by followed external links to a target. Results are ordered by external_root_domains descending.'),
 ('Global Top Pages',
  'global_top_pages',
  'This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)'),
 ('Global Top Root Domains',
  'global_top_root_domains',
  'This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)'),
 ('Index Metadata',
  'index_metadata',
  'This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)'),
 ('Link Intersect',
  'link_intersect',
  "Use this endpoint to get sources that link to at least one of a list of positive targets and don't link to any of a list of negative targets."),
 ('Link Status',
  'link_status',
  'Use this endpoint to get information about links from many sources to a single target.'),
 ('Linking Root Domains',
  'linking_root_domains',
  'Use this endpoint to get linking root domains to a target.'),
 ('Links', 'links', 'Use this endpoint to get links to a target.'),
 ('Top Pages',
  'top_pages',
  'This endpoint returns top pages on a target domain.'),
 ('URL Metrics',
  'url_metrics',
  'Use this endpoint to get metrics about one or more urls.'),
 ('Usage Data',
  'usage_data',
  'This endpoint Returns the number of rows consumed so far in the current billing period. The count returned might not reflect rows consumed in the last hour. The count returned reflects rows consumed by requests to both the v1 (Moz Links API) and v2 Links APIs.')]

Show an example request for each endpoint

This is a list of API requests in Python dict format, where each dictionary represents a request to a specific endpoint. Don’t hurt your brain too much trying to read it. Just know that I lifted each example from the original Moz documentation and listed them all here in order as nested Python dicts.

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You could call the format is a dict of dicts, where each sub-dictionary corresponds to a specific endpoint, same order as the sub_endpoints, names, och descriptions lists for easy combining. The output of running the below cell is doing that list-combining to document every sub_endpoint.

dict_of_dicts = {
    "anchor_text": {"target": "moz.com/blog", "scope": "page", "limit": 5},
    "links": {
        "target": "moz.com/blog",
        "target_scope": "page",
        "filter": "external+nofollow",
        "limit": 1,
    },
    "final_redirect": {"page": "seomoz.org/blog"},
    "global_top_pages": {"limit": 5},
    "global_top_root_domains": {"limit": 5},
    "index_metadata": {},
    "link_intersect": {
        "positive_targets": [
            {"target": "latimes.com", "scope": "root_domain"},
            {"target": "blog.nytimes.com", "scope": "subdomain"},
        ],
        "negative_targets": [{"target": "moz.com", "scope": "root_domain"}],
        "source_scope": "page",
        "sort": "source_domain_authority",
        "limit": 1,
    },
    "link_status": {
        "target": "moz.com/blog",
        "sources": ["twitter.com", "linkedin.com"],
        "source_scope": "root_domain",
        "target_scope": "page",
    },
    "linking_root_domains": {
        "target": "moz.com/blog",
        "target_scope": "page",
        "filter": "external",
        "sort": "source_domain_authority",
        "limit": 5,
    },
    "top_pages": {"target": "moz.com", "scope": "root_domain", "limit": 5},
    "url_metrics": {"targets": ["moz.com", "nytimes.com"]},
    "usage_data": {},
}

for i, sub_endpoint in enumerate(sub_endpoints):
    h1(f"{i + 1}. {names[i]} ({sub_endpoint})")
    print(descriptions[i])
    h4("Example request:")
    pprint(dict_of_dicts[sub_endpoint])
    print()

Outputs:

# 2. Final Redirect (final_redirect)

Use this endpoint to get data about anchor text used by followed external links to a target. Results are ordered by external_root_domains descending.
Example request:

{'page': 'seomoz.org/blog'}

[...]

Write a function that hits the API

If we’re going to hit an API over and over in mostly the same way, we want to spare ourselves re-typing everything all the time. That’s why we define functions. That’s the def in the below cell. Once that cell is run, the moz() function can be used anywhere in this Notebook. You need only feed it the sub_endpoint you want to use and a Python dict of your request. It will return the API’s response.

def moz(sub_endpoint, data_dict):
    """Hits Moz Links API with specified endpoint and request and returns results."""
    json_string = json.dumps(data_dict)
    endpoint = COMMON_ENDPOINT + sub_endpoint
    # Below, data is a string (flattened JSON) but auth is a 2-position tuple.
    response = requests.post(endpoint, data=json_string, auth=AUTH_TUPLE)
    return response

This does not output anything to the screen. It just defines the function.

Conditionally hit the API

The code uses a Python package calledb which provides a persistent dictionary-like object that can be stored on disk using the SQLite database engine. The with statement in the code sets up a context manager for the SqliteDict object, which automatically handles opening and closing the database connection. The database file is stored at ../dbs/linksapi.db

The code iterates through each sub-endpoint in the sub_endpoints list, and checks if that data has already been retrieved. If it hasn’t, the API is called using the moz() function and the result is saved in the SqliteDict. The db.commit() statement ensures that any changes made to the dictionary during the iteration are saved to the database.

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The SqliteDict serves as a local cache to prevent the API from being hit every time the code block is run if the data has already been collected. By using this cache, the code reduces the number of API requests required, which is useful when working with APIs that have quota limits. Congratulations, you’re using a database!

with sqldict("../dbs/linksapi.db") as db:
    for sub_endpoint in sub_endpoints:
        if sub_endpoint not in db:
            print(sub_endpoint)
            result = moz(sub_endpoint, dict_of_dicts[sub_endpoint])
            db[sub_endpoint] = result
            db.commit()
            print("API hit and response saved!")
            print()
h2("Done")

This does not output anything to the screen. It saves the results of the API-calls to a local database.

Show the locally-stored API responses

This code uses the sqldict context manager to open the SQLite database containing the previously retrieved API data. It then iterates over the keys in the database, which correspond to the endpoints that were previously retrieved.

For each key, the code prints the endpoint name, description, and the data retrieved from the API. The pprint function is used to print the JSON data in a more human-readable format, with indentation and line breaks that make it easier to read.

with sqldict("../dbs/linksapi.db") as db:
    for i, key in enumerate(db):
        h1(f"{i + 1}. {names[i]} ({key})")
        print(descriptions[i])
        print()
        pprint(db[key].json())
        print()

Outputs:

1. Anchor Text (anchor_text)
Use this endpoint to get data about anchor text used by followed external links to a target. Results are ordered by external_root_domains descending.

{'next_token': 'KIkQVg4s9ak8iRBWDiz1qTyguYswnj035n7bYI0Lc2VvbW96IGJsb2dKBcCodcl47Q==',
 'results': [{'anchor_text': 'moz',
              'external_pages': 7162,
              'external_root_domains': 2026},
             {'anchor_text': 'moz blog',
              'external_pages': 15525,
              'external_root_domains': 1364},
             {'anchor_text': 'the moz blog',
              'external_pages': 7879,
              'external_root_domains': 728},
             {'anchor_text': 'seomoz',
              'external_pages': 17741,
              'external_root_domains': 654},
             {'anchor_text': 'https://moz.com/blog',
              'external_pages': 978,
              'external_root_domains': 491}]}

2. Final Redirect (final_redirect)
Use this endpoint to get data about anchor text used by followed external links to a target. Results are ordered by external_root_domains descending.

{'page': 'moz.com/blog'}

3. Global Top Pages (global_top_pages)
This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)

{'next_token': 'BcLbRwBmrXHK',
 'results': [{'deleted_pages_to_page': 11932076,
              'deleted_pages_to_root_domain': 23942663640,
              'deleted_pages_to_subdomain': 21555752652,
              'deleted_root_domains_to_page': 64700,
              'deleted_root_domains_to_root_domain': 3688228,
              'deleted_root_domains_to_subdomain': 3516235,
              'domain_authority': 96,
              'external_indirect_pages_to_root_domain': 5042652519,
              'external_nofollow_pages_to_page': 31163,
              'external_nofollow_pages_to_root_domain': 12375460748,
              'external_nofollow_pages_to_subdomain': 11393036086,
              'external_pages_to_page': 118102549,
              'external_pages_to_root_domain': 91362310623,
              'external_pages_to_subdomain': 83283626903,
              'external_redirect_pages_to_page': 0,
              'external_redirect_pages_to_root_domain': 445730476,
              'external_redirect_pages_to_subdomain': 432323198,
              'http_code': 5,
              'indirect_root_domains_to_page': 0,
              'indirect_root_domains_to_root_domain': 701121,
              'last_crawled': '2023-01-15',
              'link_propensity': 1.76710455e-05,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 2,
              'nofollow_pages_to_page': 31163,
              'nofollow_pages_to_root_domain': 12375623717,
              'nofollow_pages_to_subdomain': 11393036179,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 0,
              'nofollow_root_domains_to_page': 980,
              'nofollow_root_domains_to_root_domain': 3696150,
              'nofollow_root_domains_to_subdomain': 3622349,
              'page': 'www.facebook.com/Plesk',
              'page_authority': 100,
              'pages_crawled_from_root_domain': 1810872,
              'pages_from_page': 0,
              'pages_from_root_domain': 5289,
              'pages_to_page': 118102549,
              'pages_to_root_domain': 91368257043,
              'pages_to_subdomain': 83288001442,
              'redirect_pages_to_page': 0,
              'redirect_pages_to_root_domain': 447189164,
              'redirect_pages_to_subdomain': 433411292,
              'root_domain': 'facebook.com',
              'root_domains_from_page': 0,
              'root_domains_from_root_domain': 32,
              'root_domains_to_page': 491956,
              'root_domains_to_root_domain': 59416650,
              'root_domains_to_subdomain': 50993087,
              'spam_score': 1,
              'subdomain': 'www.facebook.com',
              'title': ''},
             {'deleted_pages_to_page': 5828966,
              'deleted_pages_to_root_domain': 79909678,
              'deleted_pages_to_subdomain': 79909678,
              'deleted_root_domains_to_page': 16552,
              'deleted_root_domains_to_root_domain': 98416,
              'deleted_root_domains_to_subdomain': 98416,
              'domain_authority': 94,
              'external_indirect_pages_to_root_domain': 1177381629,
              'external_nofollow_pages_to_page': 453328699,
              'external_nofollow_pages_to_root_domain': 1643990147,
              'external_nofollow_pages_to_subdomain': 1643990147,
              'external_pages_to_page': 456279611,
              'external_pages_to_root_domain': 2808523112,
              'external_pages_to_subdomain': 2808523112,
              'external_redirect_pages_to_page': 125,
              'external_redirect_pages_to_root_domain': 24941546,
              'external_redirect_pages_to_subdomain': 24941546,
              'http_code': 3,
              'indirect_root_domains_to_page': 723,
              'indirect_root_domains_to_root_domain': 252606,
              'last_crawled': '2023-01-14',
              'link_propensity': 0.118001014,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 121166,
              'nofollow_pages_to_page': 453328699,
              'nofollow_pages_to_root_domain': 1644293277,
              'nofollow_pages_to_subdomain': 1644293277,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 67627,
              'nofollow_root_domains_to_page': 9800973,
              'nofollow_root_domains_to_root_domain': 4959747,
              'nofollow_root_domains_to_subdomain': 4959747,
              'page': 'wordpress.com/?ref=footer_blog',
              'page_authority': 100,
              'pages_crawled_from_root_domain': 1731019,
              'pages_from_page': 0,
              'pages_from_root_domain': 1080338,
              'pages_to_page': 456293004,
              'pages_to_root_domain': 2817137385,
              'pages_to_subdomain': 2817137385,
              'redirect_pages_to_page': 125,
              'redirect_pages_to_root_domain': 25449067,
              'redirect_pages_to_subdomain': 25449067,
              'root_domain': 'wordpress.com',
              'root_domains_from_page': 0,
              'root_domains_from_root_domain': 204262,
              'root_domains_to_page': 9878742,
              'root_domains_to_root_domain': 12653294,
              'root_domains_to_subdomain': 12653294,
              'spam_score': 1,
              'subdomain': 'wordpress.com',
              'title': ''},
             {'deleted_pages_to_page': 3904778,
              'deleted_pages_to_root_domain': 23942663640,
              'deleted_pages_to_subdomain': 21555752652,
              'deleted_root_domains_to_page': 11671,
              'deleted_root_domains_to_root_domain': 3688228,
              'deleted_root_domains_to_subdomain': 3516235,
              'domain_authority': 96,
              'external_indirect_pages_to_root_domain': 5042652519,
              'external_nofollow_pages_to_page': 4449343,
              'external_nofollow_pages_to_root_domain': 12375460748,
              'external_nofollow_pages_to_subdomain': 11393036086,
              'external_pages_to_page': 59602588,
              'external_pages_to_root_domain': 91362310623,
              'external_pages_to_subdomain': 83283626903,
              'external_redirect_pages_to_page': 12625,
              'external_redirect_pages_to_root_domain': 445730476,
              'external_redirect_pages_to_subdomain': 432323198,
              'http_code': 5,
              'indirect_root_domains_to_page': 1632,
              'indirect_root_domains_to_root_domain': 701121,
              'last_crawled': '2023-01-16',
              'link_propensity': 1.76710455e-05,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 2,
              'nofollow_pages_to_page': 4449343,
              'nofollow_pages_to_root_domain': 12375623717,
              'nofollow_pages_to_subdomain': 11393036179,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 0,
              'nofollow_root_domains_to_page': 28624,
              'nofollow_root_domains_to_root_domain': 3696150,
              'nofollow_root_domains_to_subdomain': 3622349,
              'page': 'www.facebook.com/home.php',
              'page_authority': 100,
              'pages_crawled_from_root_domain': 1810872,
              'pages_from_page': 0,
              'pages_from_root_domain': 5289,
              'pages_to_page': 59602589,
              'pages_to_root_domain': 91368257043,
              'pages_to_subdomain': 83288001442,
              'redirect_pages_to_page': 12626,
              'redirect_pages_to_root_domain': 447189164,
              'redirect_pages_to_subdomain': 433411292,
              'root_domain': 'facebook.com',
              'root_domains_from_page': 0,
              'root_domains_from_root_domain': 32,
              'root_domains_to_page': 239697,
              'root_domains_to_root_domain': 59416650,
              'root_domains_to_subdomain': 50993087,
              'spam_score': 1,
              'subdomain': 'www.facebook.com',
              'title': ''},
             {'deleted_pages_to_page': 3440567,
              'deleted_pages_to_root_domain': 3440700,
              'deleted_pages_to_subdomain': 3440700,
              'deleted_root_domains_to_page': 60839,
              'deleted_root_domains_to_root_domain': 60840,
              'deleted_root_domains_to_subdomain': 60840,
              'domain_authority': 1,
              'external_indirect_pages_to_root_domain': 7,
              'external_nofollow_pages_to_page': 288,
              'external_nofollow_pages_to_root_domain': 1499,
              'external_nofollow_pages_to_subdomain': 1499,
              'external_pages_to_page': 140954613,
              'external_pages_to_root_domain': 140959216,
              'external_pages_to_subdomain': 140959213,
              'external_redirect_pages_to_page': 70,
              'external_redirect_pages_to_root_domain': 70,
              'external_redirect_pages_to_subdomain': 70,
              'http_code': 200,
              'indirect_root_domains_to_page': 0,
              'indirect_root_domains_to_root_domain': 0,
              'last_crawled': '2018-02-05',
              'link_propensity': 0.3998428881,
              'nofollow_pages_from_page': 12,
              'nofollow_pages_from_root_domain': 805,
              'nofollow_pages_to_page': 288,
              'nofollow_pages_to_root_domain': 10799,
              'nofollow_pages_to_subdomain': 10799,
              'nofollow_root_domains_from_page': 2,
              'nofollow_root_domains_from_root_domain': 7,
              'nofollow_root_domains_to_page': 30,
              'nofollow_root_domains_to_root_domain': 30,
              'nofollow_root_domains_to_subdomain': 30,
              'page': 'music.skyrock.com/',
              'page_authority': 100,
              'pages_crawled_from_root_domain': 2546,
              'pages_from_page': 61,
              'pages_from_root_domain': 3382,
              'pages_to_page': 140956009,
              'pages_to_root_domain': 141008586,
              'pages_to_subdomain': 141008583,
              'redirect_pages_to_page': 70,
              'redirect_pages_to_root_domain': 70,
              'redirect_pages_to_subdomain': 70,
              'root_domain': 'music.skyrock.com',
              'root_domains_from_page': 19,
              'root_domains_from_root_domain': 1018,
              'root_domains_to_page': 10609865,
              'root_domains_to_root_domain': 10609868,
              'root_domains_to_subdomain': 10609868,
              'spam_score': 9,
              'subdomain': 'music.skyrock.com',
              'title': 'Blog de Music - DES NEWS, DES CLIPS, DES INTERVIEWS - '
                       'Skyrock.com'},
             {'deleted_pages_to_page': 64159924,
              'deleted_pages_to_root_domain': 17641375891,
              'deleted_pages_to_subdomain': 336246205,
              'deleted_root_domains_to_page': 63574,
              'deleted_root_domains_to_root_domain': 1728606,
              'deleted_root_domains_to_subdomain': 234073,
              'domain_authority': 100,
              'external_indirect_pages_to_root_domain': 19281720347,
              'external_nofollow_pages_to_page': 34635431,
              'external_nofollow_pages_to_root_domain': 7885369442,
              'external_nofollow_pages_to_subdomain': 184067821,
              'external_pages_to_page': 285612569,
              'external_pages_to_root_domain': 55013651418,
              'external_pages_to_subdomain': 1492976347,
              'external_redirect_pages_to_page': 593282,
              'external_redirect_pages_to_root_domain': 250423075,
              'external_redirect_pages_to_subdomain': 5678006,
              'http_code': 302,
              'indirect_root_domains_to_page': 1072,
              'indirect_root_domains_to_root_domain': 231256,
              'last_crawled': '2023-04-01',
              'link_propensity': 0.006248265505,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 991472,
              'nofollow_pages_to_page': 34635436,
              'nofollow_pages_to_root_domain': 7948674425,
              'nofollow_pages_to_subdomain': 184068512,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 182393,
              'nofollow_root_domains_to_page': 126656,
              'nofollow_root_domains_to_root_domain': 2322389,
              'nofollow_root_domains_to_subdomain': 304381,
              'page': 'youtube.com/',
              'page_authority': 100,
              'pages_crawled_from_root_domain': 41258009,
              'pages_from_page': 0,
              'pages_from_root_domain': 11109186,
              'pages_to_page': 285612606,
              'pages_to_root_domain': 55255620288,
              'pages_to_subdomain': 1493073570,
              'redirect_pages_to_page': 593282,
              'redirect_pages_to_root_domain': 263224806,
              'redirect_pages_to_subdomain': 5678383,
              'root_domain': 'youtube.com',
              'root_domains_from_page': 0,
              'root_domains_from_root_domain': 257791,
              'root_domains_to_page': 598403,
              'root_domains_to_root_domain': 23134271,
              'root_domains_to_subdomain': 1927717,
              'spam_score': 4,
              'subdomain': 'youtube.com',
              'title': ''}]}

4. Global Top Root Domains (global_top_root_domains)
This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)

{'next_token': 'BcLbRwBmrXHK',
 'results': [{'domain_authority': 100,
              'link_propensity': 0.006248265505,
              'root_domain': 'youtube.com',
              'root_domains_to_root_domain': 23134271,
              'spam_score': 4,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 0,
                            'pages': 0,
                            'redirect_pages': 0}},
             {'domain_authority': 100,
              'link_propensity': 0.008422264829,
              'root_domain': 'www.google.com',
              'root_domains_to_root_domain': 14723695,
              'spam_score': 14,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 0,
                            'pages': 0,
                            'redirect_pages': 0}},
             {'domain_authority': 100,
              'link_propensity': 0.0001607139566,
              'root_domain': 'www.blogger.com',
              'root_domains_to_root_domain': 30580427,
              'spam_score': -1,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 0,
                            'pages': 0,
                            'redirect_pages': 0}},
             {'domain_authority': 99,
              'link_propensity': 0.04834850505,
              'root_domain': 'linkedin.com',
              'root_domains_to_root_domain': 12339087,
              'spam_score': 1,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 0,
                            'pages': 0,
                            'redirect_pages': 0}},
             {'domain_authority': 99,
              'link_propensity': 0.006264935713,
              'root_domain': 'microsoft.com',
              'root_domains_to_root_domain': 5344181,
              'spam_score': 11,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 0,
                            'pages': 0,
                            'redirect_pages': 0}}]}

5. Index Metadata (index_metadata)
This endpoint returns the top 500 pages in the entire index with the highest Page Authority values, sorted by Page Authority. (Visit the Top 500 Sites list to explore the top root domains on the web, sorted by Domain Authority.)

{'index_id': 'NE+lX5bFh06baS9ojUwVbw==',
 'spam_score_update_days': ['2019-02-08',
                            '2020-03-28',
                            '2020-08-03',
                            '2020-11-13',
                            '2021-02-24',
                            '2021-05-19',
                            '2021-08-16',
                            '2021-11-02',
                            '2022-02-01',
                            '2022-05-10',
                            '2022-11-16']}

6. Link Intersect (link_intersect)
Use this endpoint to get sources that link to at least one of a list of positive targets and don't link to any of a list of negative targets.

{'next_token': 'AcmY2oCXQbbg',
 'results': [{'domain_authority': 100,
              'matching_target_indexes': [0],
              'page': 'www.google.com/amp/www.latimes.com/local/lanow/la-me-ln-aliso-viejo-shooting-20171012-story,amp.html',
              'spam_score': 14,
              'title': ''}]}

7. Link Status (link_status)
Use this endpoint to get information about links from many sources to a single target.

{'exists': [False, False]}

8. Linking Root Domains (linking_root_domains)
Use this endpoint to get linking root domains to a target.

{'next_token': 'IokQVg4s9ak8iRBWDiz1qTyguYswnj035qBkmE3DU+JTtwAVhsjH7R6XUA==',
 'results': [{'domain_authority': 99,
              'link_propensity': 0.006264935713,
              'root_domain': 'microsoft.com',
              'root_domains_to_root_domain': 5344181,
              'spam_score': 11,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 0,
                            'pages': 2,
                            'redirect_pages': 0}},
             {'domain_authority': 98,
              'link_propensity': 0.02977741137,
              'root_domain': 'wordpress.org',
              'root_domains_to_root_domain': 12250296,
              'spam_score': 2,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 2,
                            'pages': 2,
                            'redirect_pages': 0}},
             {'domain_authority': 96,
              'link_propensity': 0.09679271281,
              'root_domain': 'github.com',
              'root_domains_to_root_domain': 2948013,
              'spam_score': 2,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 12,
                            'pages': 12,
                            'redirect_pages': 0}},
             {'domain_authority': 96,
              'link_propensity': 0.004641198553,
              'root_domain': 'amazon.com',
              'root_domains_to_root_domain': 5023132,
              'spam_score': 28,
              'to_target': {'deleted_pages': 0,
                            'nofollow_pages': 0,
                            'pages': 2,
                            'redirect_pages': 0}},
             {'domain_authority': 95,
              'link_propensity': 0.005770479795,
              'root_domain': 'shopify.com',
              'root_domains_to_root_domain': 2948087,
              'spam_score': 1,
              'to_target': {'deleted_pages': 3,
                            'nofollow_pages': 0,
                            'pages': 0,
                            'redirect_pages': 0}}]}

9. Links (links)
Use this endpoint to get links to a target.

{'next_token': 'AVvpJ4gPPvOY',
 'results': [{'anchor_text': 'moz blog',
              'date_disappeared': '',
              'date_first_seen': '2020-06-29',
              'date_last_seen': '2023-01-14',
              'nofollow': True,
              'redirect': False,
              'rel_canonical': False,
              'source': {'deleted_pages_to_page': 570,
                         'deleted_pages_to_root_domain': 1251501128,
                         'deleted_pages_to_subdomain': 1182759912,
                         'deleted_root_domains_to_page': 34,
                         'deleted_root_domains_to_root_domain': 322790,
                         'deleted_root_domains_to_subdomain': 314554,
                         'domain_authority': 96,
                         'external_indirect_pages_to_root_domain': 863103308,
                         'external_nofollow_pages_to_page': 1407,
                         'external_nofollow_pages_to_root_domain': 667480081,
                         'external_nofollow_pages_to_subdomain': 650421076,
                         'external_pages_to_page': 3710,
                         'external_pages_to_root_domain': 5309615021,
                         'external_pages_to_subdomain': 5086141938,
                         'external_redirect_pages_to_page': 14,
                         'external_redirect_pages_to_root_domain': 143685025,
                         'external_redirect_pages_to_subdomain': 142061138,
                         'http_code': 200,
                         'indirect_root_domains_to_page': 2,
                         'indirect_root_domains_to_root_domain': 180014,
                         'last_crawled': '2023-01-14',
                         'link_propensity': 0.09679271281,
                         'nofollow_pages_from_page': 199,
                         'nofollow_pages_from_root_domain': 7541042,
                         'nofollow_pages_to_page': 1407,
                         'nofollow_pages_to_root_domain': 678014273,
                         'nofollow_pages_to_subdomain': 660443683,
                         'nofollow_root_domains_from_page': 93,
                         'nofollow_root_domains_from_root_domain': 564314,
                         'nofollow_root_domains_to_page': 58,
                         'nofollow_root_domains_to_root_domain': 186407,
                         'nofollow_root_domains_to_subdomain': 171632,
                         'page': 'github.com/mezod/awesome-indie',
                         'page_authority': 68,
                         'pages_crawled_from_root_domain': 7254823,
                         'pages_from_page': 202,
                         'pages_from_root_domain': 8613796,
                         'pages_to_page': 3746,
                         'pages_to_root_domain': 5628821927,
                         'pages_to_subdomain': 5352019489,
                         'redirect_pages_to_page': 14,
                         'redirect_pages_to_root_domain': 145613441,
                         'redirect_pages_to_subdomain': 142856036,
                         'root_domain': 'github.com',
                         'root_domains_from_page': 96,
                         'root_domains_from_root_domain': 702214,
                         'root_domains_to_page': 231,
                         'root_domains_to_root_domain': 2948013,
                         'root_domains_to_subdomain': 2857538,
                         'spam_score': 2,
                         'subdomain': 'github.com',
                         'title': 'GitHub - mezod/awesome-indie: Resources for '
                                  'independent developers to make money'},
              'target': {'deleted_pages_to_page': 169073,
                         'deleted_pages_to_root_domain': 19022927,
                         'deleted_pages_to_subdomain': 18554702,
                         'deleted_root_domains_to_page': 1457,
                         'deleted_root_domains_to_root_domain': 27522,
                         'deleted_root_domains_to_subdomain': 27273,
                         'domain_authority': 91,
                         'external_indirect_pages_to_root_domain': 45290099,
                         'external_nofollow_pages_to_page': 7388,
                         'external_nofollow_pages_to_root_domain': 17425478,
                         'external_nofollow_pages_to_subdomain': 17269297,
                         'external_pages_to_page': 553261,
                         'external_pages_to_root_domain': 69376449,
                         'external_pages_to_subdomain': 68746190,
                         'external_redirect_pages_to_page': 265,
                         'external_redirect_pages_to_root_domain': 41112725,
                         'external_redirect_pages_to_subdomain': 41109338,
                         'http_code': 200,
                         'indirect_root_domains_to_page': 2219,
                         'indirect_root_domains_to_root_domain': 28779,
                         'last_crawled': '2023-04-02',
                         'link_propensity': 0.008849279955,
                         'nofollow_pages_from_page': 0,
                         'nofollow_pages_from_root_domain': 209067,
                         'nofollow_pages_to_page': 7388,
                         'nofollow_pages_to_root_domain': 17442464,
                         'nofollow_pages_to_subdomain': 17285191,
                         'nofollow_root_domains_from_page': 0,
                         'nofollow_root_domains_from_root_domain': 55943,
                         'nofollow_root_domains_to_page': 1727,
                         'nofollow_root_domains_to_root_domain': 37789,
                         'nofollow_root_domains_to_subdomain': 37690,
                         'page': 'moz.com/blog',
                         'page_authority': 69,
                         'pages_crawled_from_root_domain': 7872618,
                         'pages_from_page': 7,
                         'pages_from_root_domain': 343751,
                         'pages_to_page': 906052,
                         'pages_to_root_domain': 98442581,
                         'pages_to_subdomain': 97352802,
                         'redirect_pages_to_page': 746,
                         'redirect_pages_to_root_domain': 47575576,
                         'redirect_pages_to_subdomain': 47570092,
                         'root_domain': 'moz.com',
                         'root_domains_from_page': 5,
                         'root_domains_from_root_domain': 69667,
                         'root_domains_to_page': 9712,
                         'root_domains_to_root_domain': 179884,
                         'root_domains_to_subdomain': 178649,
                         'spam_score': 1,
                         'subdomain': 'moz.com',
                         'title': 'The Moz Blog [SEO] - Moz'},
              'via_redirect': False,
              'via_rel_canonical': False}]}

10. Top Pages (top_pages)
This endpoint returns top pages on a target domain.

{'next_token': 'BXULGXd3IggK',
 'results': [{'deleted_pages_to_page': 1963527,
              'deleted_pages_to_root_domain': 19022927,
              'deleted_pages_to_subdomain': 18554702,
              'deleted_root_domains_to_page': 6527,
              'deleted_root_domains_to_root_domain': 27522,
              'deleted_root_domains_to_subdomain': 27273,
              'domain_authority': 91,
              'external_indirect_pages_to_root_domain': 45290099,
              'external_nofollow_pages_to_page': 9684724,
              'external_nofollow_pages_to_root_domain': 17425478,
              'external_nofollow_pages_to_subdomain': 17269297,
              'external_pages_to_page': 14981546,
              'external_pages_to_root_domain': 69376449,
              'external_pages_to_subdomain': 68746190,
              'external_redirect_pages_to_page': 3632556,
              'external_redirect_pages_to_root_domain': 41112725,
              'external_redirect_pages_to_subdomain': 41109338,
              'http_code': 200,
              'indirect_root_domains_to_page': 10580,
              'indirect_root_domains_to_root_domain': 28779,
              'last_crawled': '2023-04-01',
              'link_propensity': 0.008849279955,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 209067,
              'nofollow_pages_to_page': 9684724,
              'nofollow_pages_to_root_domain': 17442464,
              'nofollow_pages_to_subdomain': 17285191,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 55943,
              'nofollow_root_domains_to_page': 8749,
              'nofollow_root_domains_to_root_domain': 37789,
              'nofollow_root_domains_to_subdomain': 37690,
              'page': 'moz.com/',
              'page_authority': 74,
              'pages_crawled_from_root_domain': 7872618,
              'pages_from_page': 7,
              'pages_from_root_domain': 343751,
              'pages_to_page': 15343034,
              'pages_to_root_domain': 98442581,
              'pages_to_subdomain': 97352802,
              'redirect_pages_to_page': 3633007,
              'redirect_pages_to_root_domain': 47575576,
              'redirect_pages_to_subdomain': 47570092,
              'root_domain': 'moz.com',
              'root_domains_from_page': 5,
              'root_domains_from_root_domain': 69667,
              'root_domains_to_page': 41190,
              'root_domains_to_root_domain': 179884,
              'root_domains_to_subdomain': 178649,
              'spam_score': 1,
              'subdomain': 'moz.com',
              'title': 'Moz - SEO Software for Smarter Marketing'},
             {'deleted_pages_to_page': 185579,
              'deleted_pages_to_root_domain': 19022927,
              'deleted_pages_to_subdomain': 18554702,
              'deleted_root_domains_to_page': 2440,
              'deleted_root_domains_to_root_domain': 27522,
              'deleted_root_domains_to_subdomain': 27273,
              'domain_authority': 91,
              'external_indirect_pages_to_root_domain': 45290099,
              'external_nofollow_pages_to_page': 11211,
              'external_nofollow_pages_to_root_domain': 17425478,
              'external_nofollow_pages_to_subdomain': 17269297,
              'external_pages_to_page': 424268,
              'external_pages_to_root_domain': 69376449,
              'external_pages_to_subdomain': 68746190,
              'external_redirect_pages_to_page': 348,
              'external_redirect_pages_to_root_domain': 41112725,
              'external_redirect_pages_to_subdomain': 41109338,
              'http_code': 200,
              'indirect_root_domains_to_page': 1389,
              'indirect_root_domains_to_root_domain': 28779,
              'last_crawled': '2023-04-03',
              'link_propensity': 0.008849279955,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 209067,
              'nofollow_pages_to_page': 11211,
              'nofollow_pages_to_root_domain': 17442464,
              'nofollow_pages_to_subdomain': 17285191,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 55943,
              'nofollow_root_domains_to_page': 2487,
              'nofollow_root_domains_to_root_domain': 37789,
              'nofollow_root_domains_to_subdomain': 37690,
              'page': 'moz.com/beginners-guide-to-seo',
              'page_authority': 72,
              'pages_crawled_from_root_domain': 7872618,
              'pages_from_page': 7,
              'pages_from_root_domain': 343751,
              'pages_to_page': 786960,
              'pages_to_root_domain': 98442581,
              'pages_to_subdomain': 97352802,
              'redirect_pages_to_page': 365,
              'redirect_pages_to_root_domain': 47575576,
              'redirect_pages_to_subdomain': 47570092,
              'root_domain': 'moz.com',
              'root_domains_from_page': 5,
              'root_domains_from_root_domain': 69667,
              'root_domains_to_page': 15276,
              'root_domains_to_root_domain': 179884,
              'root_domains_to_subdomain': 178649,
              'spam_score': 1,
              'subdomain': 'moz.com',
              'title': "Beginner's Guide to SEO [plus FREE quick start "
                       'checklist] - Moz'},
             {'deleted_pages_to_page': 7159,
              'deleted_pages_to_root_domain': 19022927,
              'deleted_pages_to_subdomain': 18554702,
              'deleted_root_domains_to_page': 1382,
              'deleted_root_domains_to_root_domain': 27522,
              'deleted_root_domains_to_subdomain': 27273,
              'domain_authority': 91,
              'external_indirect_pages_to_root_domain': 45290099,
              'external_nofollow_pages_to_page': 8605,
              'external_nofollow_pages_to_root_domain': 17425478,
              'external_nofollow_pages_to_subdomain': 17269297,
              'external_pages_to_page': 34152,
              'external_pages_to_root_domain': 69376449,
              'external_pages_to_subdomain': 68746190,
              'external_redirect_pages_to_page': 70,
              'external_redirect_pages_to_root_domain': 41112725,
              'external_redirect_pages_to_subdomain': 41109338,
              'http_code': 200,
              'indirect_root_domains_to_page': 782,
              'indirect_root_domains_to_root_domain': 28779,
              'last_crawled': '2023-04-03',
              'link_propensity': 0.008849279955,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 209067,
              'nofollow_pages_to_page': 8754,
              'nofollow_pages_to_root_domain': 17442464,
              'nofollow_pages_to_subdomain': 17285191,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 55943,
              'nofollow_root_domains_to_page': 1380,
              'nofollow_root_domains_to_root_domain': 37789,
              'nofollow_root_domains_to_subdomain': 37690,
              'page': 'moz.com/google-algorithm-change',
              'page_authority': 70,
              'pages_crawled_from_root_domain': 7872618,
              'pages_from_page': 420,
              'pages_from_root_domain': 343751,
              'pages_to_page': 35181,
              'pages_to_root_domain': 98442581,
              'pages_to_subdomain': 97352802,
              'redirect_pages_to_page': 73,
              'redirect_pages_to_root_domain': 47575576,
              'redirect_pages_to_subdomain': 47570092,
              'root_domain': 'moz.com',
              'root_domains_from_page': 60,
              'root_domains_from_root_domain': 69667,
              'root_domains_to_page': 8881,
              'root_domains_to_root_domain': 179884,
              'root_domains_to_subdomain': 178649,
              'spam_score': 1,
              'subdomain': 'moz.com',
              'title': 'Moz - Google Algorithm Update History'},
             {'deleted_pages_to_page': 33133,
              'deleted_pages_to_root_domain': 19022927,
              'deleted_pages_to_subdomain': 18554702,
              'deleted_root_domains_to_page': 1192,
              'deleted_root_domains_to_root_domain': 27522,
              'deleted_root_domains_to_subdomain': 27273,
              'domain_authority': 91,
              'external_indirect_pages_to_root_domain': 45290099,
              'external_nofollow_pages_to_page': 31500,
              'external_nofollow_pages_to_root_domain': 17425478,
              'external_nofollow_pages_to_subdomain': 17269297,
              'external_pages_to_page': 70673,
              'external_pages_to_root_domain': 69376449,
              'external_pages_to_subdomain': 68746190,
              'external_redirect_pages_to_page': 77,
              'external_redirect_pages_to_root_domain': 41112725,
              'external_redirect_pages_to_subdomain': 41109338,
              'http_code': 301,
              'indirect_root_domains_to_page': 315,
              'indirect_root_domains_to_root_domain': 28779,
              'last_crawled': '2023-04-02',
              'link_propensity': 0.008849279955,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 209067,
              'nofollow_pages_to_page': 31628,
              'nofollow_pages_to_root_domain': 17442464,
              'nofollow_pages_to_subdomain': 17285191,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 55943,
              'nofollow_root_domains_to_page': 1689,
              'nofollow_root_domains_to_root_domain': 37789,
              'nofollow_root_domains_to_subdomain': 37690,
              'page': 'moz.com/researchtools/ose/',
              'page_authority': 70,
              'pages_crawled_from_root_domain': 7872618,
              'pages_from_page': 0,
              'pages_from_root_domain': 343751,
              'pages_to_page': 344305,
              'pages_to_root_domain': 98442581,
              'pages_to_subdomain': 97352802,
              'redirect_pages_to_page': 78,
              'redirect_pages_to_root_domain': 47575576,
              'redirect_pages_to_subdomain': 47570092,
              'root_domain': 'moz.com',
              'root_domains_from_page': 0,
              'root_domains_from_root_domain': 69667,
              'root_domains_to_page': 8086,
              'root_domains_to_root_domain': 179884,
              'root_domains_to_subdomain': 178649,
              'spam_score': 1,
              'subdomain': 'moz.com',
              'title': ''},
             {'deleted_pages_to_page': 169073,
              'deleted_pages_to_root_domain': 19022927,
              'deleted_pages_to_subdomain': 18554702,
              'deleted_root_domains_to_page': 1457,
              'deleted_root_domains_to_root_domain': 27522,
              'deleted_root_domains_to_subdomain': 27273,
              'domain_authority': 91,
              'external_indirect_pages_to_root_domain': 45290099,
              'external_nofollow_pages_to_page': 7388,
              'external_nofollow_pages_to_root_domain': 17425478,
              'external_nofollow_pages_to_subdomain': 17269297,
              'external_pages_to_page': 553261,
              'external_pages_to_root_domain': 69376449,
              'external_pages_to_subdomain': 68746190,
              'external_redirect_pages_to_page': 265,
              'external_redirect_pages_to_root_domain': 41112725,
              'external_redirect_pages_to_subdomain': 41109338,
              'http_code': 200,
              'indirect_root_domains_to_page': 2219,
              'indirect_root_domains_to_root_domain': 28779,
              'last_crawled': '2023-04-02',
              'link_propensity': 0.008849279955,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 209067,
              'nofollow_pages_to_page': 7388,
              'nofollow_pages_to_root_domain': 17442464,
              'nofollow_pages_to_subdomain': 17285191,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 55943,
              'nofollow_root_domains_to_page': 1727,
              'nofollow_root_domains_to_root_domain': 37789,
              'nofollow_root_domains_to_subdomain': 37690,
              'page': 'moz.com/blog',
              'page_authority': 69,
              'pages_crawled_from_root_domain': 7872618,
              'pages_from_page': 7,
              'pages_from_root_domain': 343751,
              'pages_to_page': 906052,
              'pages_to_root_domain': 98442581,
              'pages_to_subdomain': 97352802,
              'redirect_pages_to_page': 746,
              'redirect_pages_to_root_domain': 47575576,
              'redirect_pages_to_subdomain': 47570092,
              'root_domain': 'moz.com',
              'root_domains_from_page': 5,
              'root_domains_from_root_domain': 69667,
              'root_domains_to_page': 9712,
              'root_domains_to_root_domain': 179884,
              'root_domains_to_subdomain': 178649,
              'spam_score': 1,
              'subdomain': 'moz.com',
              'title': 'The Moz Blog [SEO] - Moz'}]}

11. URL Metrics (url_metrics)
Use this endpoint to get metrics about one or more urls.

{'results': [{'deleted_pages_to_page': 1963527,
              'deleted_pages_to_root_domain': 19022927,
              'deleted_pages_to_subdomain': 18554702,
              'deleted_root_domains_to_page': 6527,
              'deleted_root_domains_to_root_domain': 27522,
              'deleted_root_domains_to_subdomain': 27273,
              'domain_authority': 91,
              'external_indirect_pages_to_root_domain': 45290099,
              'external_nofollow_pages_to_page': 9684724,
              'external_nofollow_pages_to_root_domain': 17425478,
              'external_nofollow_pages_to_subdomain': 17269297,
              'external_pages_to_page': 14981546,
              'external_pages_to_root_domain': 69376449,
              'external_pages_to_subdomain': 68746190,
              'external_redirect_pages_to_page': 3632556,
              'external_redirect_pages_to_root_domain': 41112725,
              'external_redirect_pages_to_subdomain': 41109338,
              'http_code': 200,
              'indirect_root_domains_to_page': 10580,
              'indirect_root_domains_to_root_domain': 28779,
              'last_crawled': '2023-04-01',
              'link_propensity': 0.008849279955,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 209067,
              'nofollow_pages_to_page': 9684724,
              'nofollow_pages_to_root_domain': 17442464,
              'nofollow_pages_to_subdomain': 17285191,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 55943,
              'nofollow_root_domains_to_page': 8749,
              'nofollow_root_domains_to_root_domain': 37789,
              'nofollow_root_domains_to_subdomain': 37690,
              'page': 'moz.com/',
              'page_authority': 74,
              'pages_crawled_from_root_domain': 7872618,
              'pages_from_page': 7,
              'pages_from_root_domain': 343751,
              'pages_to_page': 15343034,
              'pages_to_root_domain': 98442581,
              'pages_to_subdomain': 97352802,
              'redirect_pages_to_page': 3633007,
              'redirect_pages_to_root_domain': 47575576,
              'redirect_pages_to_subdomain': 47570092,
              'root_domain': 'moz.com',
              'root_domains_from_page': 5,
              'root_domains_from_root_domain': 69667,
              'root_domains_to_page': 41190,
              'root_domains_to_root_domain': 179884,
              'root_domains_to_subdomain': 178649,
              'spam_score': 1,
              'subdomain': 'moz.com',
              'title': 'Moz - SEO Software for Smarter Marketing'},
             {'deleted_pages_to_page': 249094,
              'deleted_pages_to_root_domain': 224212706,
              'deleted_pages_to_subdomain': 898844,
              'deleted_root_domains_to_page': 3696,
              'deleted_root_domains_to_root_domain': 177001,
              'deleted_root_domains_to_subdomain': 9251,
              'domain_authority': 95,
              'external_indirect_pages_to_root_domain': 156562794,
              'external_nofollow_pages_to_page': 163849,
              'external_nofollow_pages_to_root_domain': 72093550,
              'external_nofollow_pages_to_subdomain': 294697,
              'external_pages_to_page': 1165187,
              'external_pages_to_root_domain': 514661963,
              'external_pages_to_subdomain': 2310818,
              'external_redirect_pages_to_page': 3049,
              'external_redirect_pages_to_root_domain': 4827448,
              'external_redirect_pages_to_subdomain': 8140,
              'http_code': 301,
              'indirect_root_domains_to_page': 1439,
              'indirect_root_domains_to_root_domain': 30315,
              'last_crawled': '2023-03-31',
              'link_propensity': 0.02704063244,
              'nofollow_pages_from_page': 0,
              'nofollow_pages_from_root_domain': 97163,
              'nofollow_pages_to_page': 163881,
              'nofollow_pages_to_root_domain': 72644206,
              'nofollow_pages_to_subdomain': 294765,
              'nofollow_root_domains_from_page': 0,
              'nofollow_root_domains_from_root_domain': 22711,
              'nofollow_root_domains_to_page': 5647,
              'nofollow_root_domains_to_root_domain': 178651,
              'nofollow_root_domains_to_subdomain': 11590,
              'page': 'nytimes.com/',
              'page_authority': 82,
              'pages_crawled_from_root_domain': 13567138,
              'pages_from_page': 0,
              'pages_from_root_domain': 3152122,
              'pages_to_page': 1170498,
              'pages_to_root_domain': 763781494,
              'pages_to_subdomain': 2489707,
              'redirect_pages_to_page': 3053,
              'redirect_pages_to_root_domain': 9268395,
              'redirect_pages_to_subdomain': 14273,
              'root_domain': 'nytimes.com',
              'root_domains_from_page': 0,
              'root_domains_from_root_domain': 366864,
              'root_domains_to_page': 25307,
              'root_domains_to_root_domain': 2200598,
              'root_domains_to_subdomain': 62699,
              'spam_score': 1,
              'subdomain': 'nytimes.com',
              'title': ''}]}

12. Usage Data (usage_data)
This endpoint Returns the number of rows consumed so far in the current billing period. The count returned might not reflect rows consumed in the last hour. The count returned reflects rows consumed by requests to both the v1 (Moz Links API) and v2 Links APIs.

{'rows_consumed': 254}



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