Web Server Administration. Chapter 19

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1 Web Server Administration Chapter 19 Textbook to be published by Pearson Ed 2015 in early Pearson 2014 Fundamentals of Web Development

2 Web-Server Hosting Options Development vs Production Since you have been working with PHP, you have already worked with some sort of web server. However, most server tools that simplify matters for development purposes (like WAMP) gloss over the nitty-gritty details of an Apache server. In a real-world scenario, you must be aware of advanced configuration options, ideas, and tools that ensure your server is deployed and maintained according to established best practices.

3 Types of Hosting 3 categories The three broad categories of web hosting are: Shared Hosting Collocated Hosting Dedicated Hosting

4 Shared Hosting Cost effective Hosting Shared hosting is renting space for your site on a server that will host many sites on the same machine

5 Shared Hosting Sharing is ok Shared hosting is normally the: least expensive least functional most common type of hosting solution, especially for small websites. This class of hosting is divided into two categories: simple shared hosting and virtualized shared hosting.

6 Simple Shared Hosting The Cheapest Simple shared hosting is a hosting environment in which clients receive access to a folder on a web server, but cannot increase their privileges to configure any part of the operating system, web server, or database. The disadvantages of simple shared hosting are many. Lack of control, poor performance, and security threats make shared hosting a bad idea for a serious website.

7 Virtualized Shared Hosting Better, but still cost effective Virtualized shared hosting is a variation on the shared hosting scheme, where instead of being given a username and a home directory on a shared server, you are given a virtual server, with root access

8 Virtualized Shared Hosting Better, but still cost effective Far fewer restrictions on installation and configuration policies Useful for development environments Relatively low cost

9 Dedicated Hosting Almost your machine Dedicated hosting is when a server is rented to you in its entirety inside the data center

10 Dedicated Hosting Almost your machine Data centers are normally located to take advantage of nearby Internet Exchange Points and benefit from redundant connections. You are given a complete physical machine to control, removing the possible inequity that can arise when you share the CPU and RAM with other users. The disadvantage of dedicated hosting is the lack of control over the hardware, and a restriction on accessing the hardware.

11 Collocated Hosting Touch the machine Collocated hosting is almost like dedicated hosting, except rather than rent a machine, you outright build, own, and manage the machine yourself. The advantage of collocated hosting goes beyond a dedicated server with not only full control over the OS, software version, firewalls, and policies but also the physical machine. The disadvantage of collocated systems is that you must control everything yourself, with little to no support from a third party and they are costly.

12 In House Hosting Do everything yourself Many companies do use a low-cost, in-house hosting environment for development, preproduction, and sandbox environments. In practice, though, many small companies in-house data centers are just closets with an air conditioner, unsecured, and without any redundancies.

13 Cloud Hosting Ignore the man behind the curtain Cloud hosting is the newest buzzword in shared hosting services. The advantages are scalability, where more computing and data storage are needed and The redundancy of a distributed solution Unfortunately, many providers are cashing in on the latest buzzwords without the benefits. At the end of the day a request for your website has to be answered by a physical machine with access to RAM, file system, and an OS.

14 19.2 DOMAIN AND NAME SERVER ADMINISTRATION

15 Domain Name System Better than remembering IP addresses

16 Registering a Domain Name Step one to your fortune You only lease the right to use the name exclusively for a period, and must renew periodically. Registrars are companies that register domain names, on your behalf (the registrant), under the oversight of ICANN. Some popular registrars include GoDaddy, TuCows, and Network Solutions, where you can expect to pay from $10.00 per year per domain name.

17 Registering a Domain Name WHOIS The registrars must collect and maintain your information in a database of WHOIS records that includes three levels of contact (registrant, technical, and billing), who are often the same person. Anyone can try and find out who owns a domain by running the WHOIS command and reading the output.

18 Whois A Visualization

19 Whois Private Visualization Many registrars provide private registration services, which broker a deal with a private company as an intermediary to register the domain on your behalf. The private registration company keeps your real contact information on their own servers because they must know who to contact if the need arises. These private registrants will turn your information over to authorities upon request

20 Whois Private Visualization

21 Updating the Name Servers Easy to use, a little tricky to update The single most important thing you do with your registrar is control the name servers associated with the domain name. Your web host will provide name servers which then have to get registered with the registrar you used when you leased the domain. When you update your name server, the registrar, on your behalf, updates your name server records on the top-level domain (TLD) name servers

22 Checking Name Servers Some little tricks Updating records in DNS may require at least 48 hours to ensure that the changes have propagated throughout the system. After updating your name servers with the registrar, it s a good practice to dig on your TLD servers to confirm that the changes have been made. Dig is a command that lets you ask a particular name server about records of a particular type for any domain.

23 19.5 WEB MONITORING AND ANALYTICS

24 Internal Monitoring Log rotation Internal monitoring reads the outputted logs of all the daemons to look for potential issues. A daemon is an executing instance of a program (also called a process) that runs in the background, waiting for a specific event that will activate it. If no maintenance of your log files is ever done, then the logs would keep accumulating and the file would grow in size until eventually it would start to impact performance or even use up all the space on the system. logrotate is the daemon running on most systems by default to handle this task.

25 External Monitoring Test the network External monitoring is installed off of the server and checks to see that connections to required services are open. Monitoring software like Nagios can check for uptime and immediately notify the administrator if a service goes down. Much like internal logs, external monitoring logs can be used to generate uptime reports and other visual summaries of your server.

26 Internal Analytics Build on your logs Analysis packages such as AWStats and Webalizer allow you to easily set up periodic analysis of the log files to create bar graphs; pie charts; and lists of top users, browsers, countries, and more

27 Third-Party Analytics Put in a little piece of JavaScript Third-party systems like Google Analytics provide much of the same data, but rather than collect it from your logs, they embed a small piece of JavaScript into each page of your site. These statistics can be more robust than the free tools, but require every visit to the site to execute another script, slowing performance.

28 Third-Party Support Tools Let us help These tools provide information about Indexed terms and weights Indexing errors that were encountered Search ranking and traffic Frequency of being crawled Response time during the crawls To sign up for these tools, go to and

29 Third-Party Support Tools Screenshot of Google s Webmaster Tools

30 Search Engines Chapter 20 Textbook to be published by Pearson Ed 2015 in early Pearson 2014 Fundamentals of Web Development

31 Crawlers Spiders, robots, wanderers Web crawlers refer to a class of software that downloads pages identifies the hyperlinks, and adds links to a database for future crawling A crawler can be written to be autonomous, so that it populates its own list of fresh URLs to crawl, but is normally distributed across many machines and controlled centrally.

32 Crawlers Be Polite! In the early days of web crawlers there was no protocol about how often to request pages, or which pages to include, so some crawlers requested entire sites at once, putting stress on the servers. Martijn Koster, the creator of ALIWEB, drafted a set of guidelines enshrined as the Robots Exclusion Standard that help webmasters block certain pages from being crawled and indexed.

33 Robots Exclusion Standard Robots.txt The Robots Exclusion Standard is implemented with plain text files named robots.txt stored at the root of the domain. It is not a layer of authentication or security Some malicious bots will not obey the directives and purposefully seek out materials specifically disallowed in robots.txt.

34 Scrapers Readers of my website Scrapers are programs that identify certain pieces of information from the web to be stored in databases. Sometimes combined with Crawlers. There are several classes of Scraper: URL Scrapers identify URLs inside of a page by seeking out all the <a> tags and extracting the value of the href attribute. Scrapers harvest accounts by seeking out mailto: in the href attribute of a link. Word Scrapers (next slide)

35 Word Scrapers That which allows us to search A Word scraper may want to parse out is all of the text within a web page. Words are the most difficult content to parse, since the tags they appear in reflect how important they are to the page overall. Words in a large font are surely more important than small words at the bottom of a page. Words that appear next to one another should be somehow linked while words that are at opposite ends of a page or sentence are less related.

36 PageRank Bringing order to big data PageRank is an algorithm, published by Google s founders in According to the authors, PageRank is a method for computing a ranking for every web page based on the graph of the web. The graph of the web being referred to looks at the hyperlinks between web pages, and how that creates a web of pages with links. Sites with thousands of backlinks are surely more important than sites with only a handful of backlinks

37 PageRank Visualized Modern ranking algorithms take much more into account than simple backlinks. Other factors include: Search History Geographic Location Authorship Freshness of the pages Other inputs

38 Search Engine Optimization White-Hat Search engine optimization (SEO) is the process a webmaster undertakes to make a website more appealing to search engines, and by doing so, increases its ranking in search results for terms the webmaster is interested in targeting. For many businesses the optimization of their website is more important than the site itself. Sites that appear high in a search engine s rankings are more likely to attract new potential customers, and therefore contribute to the core business of the site owner.

39 Search Engine Optimization White-Hat An entire area of research into SEO has risen up and can be broken down into two major categories: White-hat SEO that tries to honestly and ethically improve your site for search engines, and Black-hat SEO that tries to game the results in your favor.

40 Title Tags White Hat Technique The <title> tag in the <head> portion of your page is the single most important tag to optimize for search engines. The content of the <title> tag is how your site is identified in search engine results as shown make it unique on each page of your site include enough keywords to make it relevant

41 Meta Tags White Hat Technique Early search engines made significant use of meta tags, since indexing meta tags was less data-intensive than trying to index entire pages. Description Keywords Robots http-equiv

42 Meta Tags White Hat Technique The description meta tag contains a human-readable summary of your site. <meta name="description" content="the companion site for the upcoming textbook Fundamentals of Web Development from Pearson. Fundamental topics like HTML, CSS, JavaScript and"> The keywords meta tag allows a site to summarize its own keywords (normally ignored nowadays) <meta name= "keywords" content= "Web Development, HTML5, CSS, JavaScript, PHP, MySQL, LAMP, Security, Search Engines, ">

43 Robot Meta Tags White Hat Technique We can control some behavior of search engines through meta tags with the name attribute set to robots. The content for such tags are a comma-separated list of INDEX, NOINDEX, FOLLOW, NOFOLLOW To include a description and tell robots to index the site, but not to count any outbound links toward PageRank algorithms:

44 URLs White Hat Technique Search engines must by definition download and save URLs since they identify the link to the resource. Bad SEO URLs work just fine for programs but cannot be read by humans. /products/index.php?productid=71829 This can be improved by adding descriptive path components and descriptive file names

45 Good URLs White Hat Technique If product is an air filter, for example, then a URL that would help us identify that this is a product in a category would be /products/airfilters/index.php?productid=71829 A step further would be to add the name of the filter in the URL in place of the product s internal ID. Compare: /products/airfilters/budgetbrandx100/ vs the original: /products/index.php?productid=71829

46 Site Design White Hat Technique Sites that rely heavily on JavaScript or Flash for their content and navigation will suffer from poor indexing. If your site includes a hierarchical menu, you should nest it inside of <nav> tags to demonstrate semantically that these links exist to navigate your site. Links in a website can be categorized as: Navigation primary navigation links. These represent the hierarchy of the site Recurring appear frequently but are not primary navigation. These could be breadcrumbs or widgets, or recurring links in headers or footers Ad hoc one-time link having minimal impact on ranking

47 Site Design White Hat Technique

48 SiteMaps White Hat Technique A formal framework that captures website structure is known as a sitemap. Using XML, sitemaps define a URL set for the root item, then as many URL items as desired for the site. Tools are available to generate sitemaps based on the structure of your site.

49 Anchor Text White Hat Technique One of the things that is definitely indexed along with backlinks is the anchor text of the link. In the early web, many links said click here These days, that use of the anchor text is not encouraged, since it says little about what will be at that URL Links to a page of services should read Services and Rates, since that anchor text has keywords associated with the page.

50 Images White Hat Technique Many search engines now have a separate site to search for images. The filename is the first element we can optimize, since it can be parsed for words. Rather than name an image of a rose 1.png, we should call it rose.png. The judicious use of the alt attribute in the <img> tag is another place where some textual description of the image can help your ranking. Finally, anchor text, like the text in URLs. If you have a link to the image somewhere on our site, you should use descriptive anchor text such as full size image of a red rose, rather than generic text full size.

51 Content White Hat Technique It seems odd that content is listed as an SEO technique, when content is what you are trying to make available in the first place. Search engines tend to prefer pages that are updated regularly over those who are static If your website allows users to comment or otherwise write content on your site, you should consider allowing it. (But don't forget best practices for working with user input!!) Entire industries have risen up out of the idea of having users generate content

52 Black-Hat SEO Do not use these techniques Black-hat SEO techniques are popular because at one time they worked to increase a page s rank. These techniques are constantly evolving Google and other search engines may punish or ban your site from their results if you use black-hat techniques

53 Content Spamming Black-Hat SEO Content spamming is any technique that uses the content of a website to try and manipulate search engine results and include: Keyword Stuffing Hidden Content Paid Links Doorway Pages

54 Keyword Stuffing Black-Hat SEO Keyword stuffing is a technique whereby you purposely add keywords into the site in a most unnatural way with the intention of increasing the affiliation between certain key terms and your URL. As keywords are added throughout a web page, the content becomes diluted with them. Meaningful sentences are replaced with content written primarily for robots, not humans. Any technique where you find yourself writing for robots before humans, as a rule of thumb, is discouraged.

55 Hidden Content Black-Hat SEO Once people saw that keyword stuffing was effective, they took measures to stuff as many words as possible into their web pages. Soon pages featured more words unrelated to their topic than actual content worth reading. In response, rather than remove the unwieldy content, many chose to hide useless keywords by making them the same color as the background This technique is detected and punished

56 Paid Links Black-Hat SEO Buying paid links is frowned upon by many search engines, since their intent is to discover good content by relying on referrals (in the form of backlinks). Purchased advertisements on a site are not considered paid links so long as they are well identified as such, and are not hidden in the body of a page. Many link affiliated programs (like Google s own AdWords) do not impact PageRank because the advertisements are shown using JavaScript.

57 Doorway Pages Black-Hat SEO Doorway pages are pages written to be indexed by search engines and included in search results. Doorway pages are normally crammed full of keywords, and effectively useless to real users of your site. These doorway pages then link to your home page, which you are trying to boost in the search results

58 Link spam Black-Hat SEO Since links, and backlinks in particular, are so important to PageRank, and how search engines determine importance, there are a large number of bad SEO techniques related to links. Hidden Links Comment Spam Link Farms Link Pyramids Google Bombing

59 Hidden Links Black-Hat SEO Hidden links are as straightforward as hidden content. With hidden links websites hide the color of the link to match the background, hoping that real users will not see the links. Search engines, will follow the links, thus manipulating the search engine without impacting the human reader.

60 Comment Spam Black-Hat SEO When you first launch a new website, going out to relevant blogs and posting a link is not a bad idea. After all you want people who read those blogs to potentially follow a link to your interesting site. Since adding actual comments takes time, many spammers have automated the process and have bots that scour the web for comment sections, leaving poorly auto-written spam with backlinks to their sites. If you have a comment section on your site, be sure to similarly secure it from such bots, or risk being flagged as a source of comment spam.

61 Link Farms Black-Hat SEO A link farm is a set of websites that all interlink each other with the intent of sharing any incoming PageRank to any one site with all the sites that are members of the link farm.

62 Link Pyramids Black-Hat SEO Link pyramids are similar to link farms in that there is a great deal of interlinking. Unlike a link farm, a pyramid has the intention of promoting one or two sites.

63 Google Bombing Black-Hat SEO Google bombing is the technique of using anchor text in links throughout the web to encourage the search engine to associate the anchor text with the destination website. In 2006, webmasters began linking the anchor text miserable failure to the home page of then president George W. Bush. Soon, when anyone typed miserable failure into Google, the home page of the White House came up as the first result.

64 Other Spam Techniques Black-Hat SEO Although content and link spam are the prevalent black-hat techniques for manipulating search engine results, there are some techniques that defy simple classification. Google Bowling Cloaking Duplicate content

65 Google Bowling Black-Hat SEO Google bowling is a particularity dirty and unethical technique since it requires masquerading as the site that you want to weaken (or remove) from the search engine 1. Black-hat techniques are applied as though you were working on their behalf. This might include subscribing to link farms, keyword stuffing, commenting on blogs, and more 2. Then report the competitors website to Google for all the black-hat techniques they employed!

66 Cloaking Black-Hat SEO Cloaking refers to the process of identifying crawler requests and serving them content different from regular users. A simple script can redirect users if googlebot is the user-agent to a page, normally stuffed with keywords Serving extra and fake content to requests with a known bot user-agent header can get you banned.

67 Duplicate Content Black-Hat SEO Stealing content to build a fake site has worked in the past, and is often used in conjunction with automated link farms or pyramids. Search engines are starting to check and punish sites that have substantially duplicated content. To attribute content to yourself use the rel=author attribute. Google has also introduced a concept called Google authorship through their Google+ network to attribute content to the originator.

68 Duplicate Content Black-Hat SEO Sometimes you have several versions of a page, for example, a display and print version. To prevent being penalized, you can use the canonical tag in the head section of duplicate pages to affiliate them with a single canonical version to be indexed.

69 Social Network Integration Chapter 21 Textbook to be published by Pearson Ed 2015 in early Pearson 2014 Fundamentals of Web Development

70 Modern Social Networks Social networks are web-based systems designed to bring people together by facilitating the exchange of text snippets, photos, links, and other content with other users. Famous networks include Facebook, Twitter, MySpace, LinkedIn, and Google+, among a sea of others. Social networks are an area of study that predate digital social networking platforms and even the WWW.

71 Early Digital Networking The good ol days The first open-spirited means of digital communication were bulletin board systems (BBS) Unlike , these systems were wide open and all communication was visible to anyone. The problem with the networks of and bulletin board is that neither approximates the real-world networks we naturally maintain

72 Modern Digital Networking Between public services like BBS and private systems like there is a gap in services, which social networking sites aim to fill.

73 Modern Digital Networking Common characteristics All social networks share some common characteristics: Free Registration User Profile Page Manage contacts Beyond the Web Portal APIs Monetization

74 Basic Social Media Presence Social media lowers the barriers to entry for people who would never want to maintain an HTML page. Home Pages Every person, company, hobby, or group wants or needs a home page somewhere on the web, and a social network presence provides a presence that is easy to set up and manage, even for nontechnical people.

75 Facebook s Social Plugins Back to code Facebook s social plugins include a wide range of things you ve probably seen before including the Like button, an activity feed, and comments. Facebook supports numerous methodologies including: HTML5, the Facebook Markup Language (XFBML), or an <iframe> implementation

76 Facebook s Social Plugins First Steps To use the Facebook libraries in your website in the long term, you will have to first register as a developer and get an application ID. Using your APP_ID, you can include Facebook s JavaScript libraries in your site.

77 Facebook s Social Plugins The like Button The Facebook JavaScript classes parse your HTML page for certain tags, and replace them with common plugins. The Like button, can be included simply by defining a <div> element with the class fb-like

78 Facebook s Social Plugins The like Button How the like appears on the liker s wall depends on the scraping that was done by Facebook To control what Facebook uses when displaying items in your newsfeed, you must use Open Graph semantic tags to create Open Graph Objects in your HTML pages

79 Facebook s Social Plugins Follow Button The Follow Me button allows a Facebook user to follow a Facebook page

80 Open Graph Semantic stuff Open Graph (OG) is an API originally developed by Facebook, which is designed to add semantic information about content as well as provide a way for plugin developers to post into Facebook as registered users.

81 Open Graph Semantic stuff Open Graph makes use of actors, apps, actions, and objects The actor is the user logged in to Facebook, perhaps clicking on your Like button. The app is preregistered by the developer with Facebook. The actions in Open Graph are the things users can do, for example, post a message, like a page, or comment on an article. Objects are web pages, but they have additional semantic markup to give insight into what the web page is about.

82 Open Graph The resulting control in Facebook s newsfeed

83 Twitter s Widgets Tweet Button One the JavaScript libraries are loaded the Tweet This Button can be placed anywhere in the page using code below. When clicked the logged-in twitter user will tweet about the story at this URL.

84 Twitter s Widgets Follow Me Button The twitter follow button is equally simple and lets users follow your account on twitter.

85 Twitter s Timeline Widget A feed of recent tweets The code uses not only the user s Twitter URL, but an additional field that cannot simply be guessed: the data-widget-id field. Twitter generates this field only when requested by a user through the web interface

86 Twitter s Timeline Widget Interface to generate the timeline widget

87 Web Advertising If your site ever gets big enough, or is sufficiently local, you can create and manage your own client accounts through your own home brew advertising network. The vast majority of monetization is done using the easy to use Ad Networks. In the ad network, there are three classes of participant: Advertisers (looking to pay money to have ads seen) Website owners (looking to make money by showing ads) The ad network

88 Web Advertising Ad Networks

89 Types of Ads 3 major types in ad networks Graphic ads are the ones that serve a static image to the web browser. The image might contain text and graphics, enticing the user to click the ad, which will direct them to a URL. Text ads are low bandwidth, since they are entirely text-based. Like graphic ads, they too encourage the user to click and be directed to a destination URL. Dynamic ads are graphic ads with additional moving parts. This can range from a simple animated GIF graphic ad all the way up to complex Flash widgets or JavaScript

90 Putting ads on your page Ad Networks Getting your own particular code with your credentials and selections is normally done through the web portal that controls your account. Each particular advertising network is different, they usually have similar code snippets you can clearly see some identifiers are required to link the ad with your account

91 Web Advertising Economy No guarantee you get ads, The website owner has three commodities at his or her disposal: Ad Views, Ad Clicks, and Ad Actions. An Ad View (or impression) is a single viewing of an advertisement by a surfer. It is based on one loading of the page and although there may be multiple ads in the page, an impression is counted for each one. An Ad Click is an actual action by a surfer to go and check out the URL associated with an ad. An Ad Action is when the click on the ad results in a desired action on the advertiser s page. Advertisers may pay out based on a successful account registration, survey completion, or product purchase, to name but a few.

92 Web Advertising Economy No guarantee you get ads, With these commodities in mind, advertisers can pay for their ads using a combination of Cost per Click, Cost per Mille, and Cost per Action settings. Auctions match up ad spaces and bidders

93 Web Advertising Economy It s fair enough As a publisher of ads on your site, you have almost no control over what ads appear. You cannot simply demand 100 dollars per click on your website about hamsters. Conversely an advertiser should not be able to get one-penny ads on your successful site, if the demand from better advertisers willing to pay more is high.

94 Web Advertising Economy Some common strategies for bidders The Cost per Click (CPC) strategy is to decide how much money a click is worth, regardless of how many times it must be displayed. Cost per Mille (CPM) means cost per thousand impressions/views of the ad. Obviously this rate is lower than a CPC rate, since not every impression results in a click The Click-through Rate (CTR) is the percentage of views that translate into clicks. A click-through rate of 1 in 1000 (0.1) is fairly normal in search engine networks Cost per Action (CPA) relates the cost of advertisement to some in-house action like buying a product, or filling out a registration form.

95 Marketing Some things are not allowed Done poorly, can be marked as spam, which can have negative consequences. Unsolicited s sent in bulk are illegal in many jurisdictions! In general, you can only target customers who have opted in to receiving such messages. Every campaign should contain a one-click mechanism to allow recipients of your messages to opt out of future s.

96 Marketing Automated Scripts The features of a good are well-formatted headers, alternate versions including HTML, opt-out links, and tracking images to help measure performance.

97 Physical World Marketing QR Codes URLs cannot be clicked in the physical realm, which severely limits how large of URLs you can print, and expect people to remember. QR codes allow people with camera phones to snap a picture of the code in order to be directed to a URL. These physical world hyperlinks store redundant information in the pixels of the image, so that even if partially damaged, they may be able to be deciphered.

98 Tracking Physical Campaign Using varied QR Codes/URLs

99 Working in Web So many choices There are also several different types of companies that do web development, so it s worth being aware of what types of choices you ll have. Working in the world of web development requires a team of people with various complementary skill sets and some areas of overlap and cooperation. You will learn a little about those other roles to help see situate your contribution.

100 Types of Web Development Companies Hosting Companies or data centers offer many employment opportunities, especially related to hardware, networking, and system administration roles. Design companies are at the opposite end of the spectrum, with almost no technical positions available. These firms will provide professional artistic and design services that might go beyond the web and include logos and branding in general.

101 Types of Web Development Companies Website Solution Companies focus on the programming and deployment of websitesfor their clients. There are technical positions to help manage the existing sites as well as development jobs to build the latest custom site. Vertically integrated companies combine hosting, design, and solutions into one company. This allows these companies to achieve economies of scale and appeal to the nontechnical clients who can go there for all their web-related needs, large or small.

102 Types of Web Development Companies Start-up ventures in web development have been some of the biggest success stories in the business world. The smaller companies will require real generalists who can take on any role from system administrator through to lead developer. Internal Development. Many companies have lots of internal data they would not share with outsiders and thus prefer in-house expertise for the development of web interfaces and systems to manage and display that confidential data.

103 Roles and Skills It takes a village Hardware/Network Architect System Administrator Database Administrator Developer/Programmer Tester Security Consultant/Expert Software Engineer Nontechnical Roles

104 THE END!

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