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SPSS is a data science and analysis utensil constructed by means of IBM. in case you’re the exercise of SPSS, listed below are some explanations to pick Db2 as a backend database to your initiatives.1. It’s free
SPSS is frequently used via students or impartial consultants. And so, you may likewise devotion free things in case you exercise SPSS. The Db2 on Cloud Lite design is free. no longer simply free for 1 year, devotion some other databases out there. It’s free always. despite the fact, you’ll deserve to reactivate your free tier every 30 days, so that they will retain resources open for others.2. It’s criterion to run, however..
You don’t need to exist a DBA to exercise Db2 on Cloud. Db2 on Cloud is utterly managed. center of attention on statistics science, and not running databases.
youngsters, I may quiet point out that the setup system for Db2 on Cloud with SPSS may exist a bit longer. however, once you achieve installation the database connection, managing your database should exist fundamental. right here’s a video on YouTube which walks through establishing Db2 with SPSS on windows that could exist constructive.
Having main issue? Don’t exist a stranger! achieve out to me in the feedback below and that i’ll assist Get you begun.3. Scale on-demand
if you are able for a paid plan, you could pick Flex. From there, you only need to pay for what you use. that you may scale up and down the usage of sliderbars. So, which you could scale up to flee your analysis, and then scale lower back down. if you would devotion much more vigor, acquire a study at Db2 Warehouse on Cloud. Its great parallel processing engine (MPP) can analyze terabytes of statistics utter of a sudden.four. analyze as much as 100X quicker with BLU in-reminiscence acceleration
IBM’s BLU acceleration is a massive talents over the open source options nowadays. It uses in-reminiscence columnar expertise to research information lots faster. The BLU engine makes exercise of lots of other patented IBM speedups, devotion actionable compression. That allows you to query statistics whereas it’s compressed, which each saves compute time from decompression and maximizes RAM for a double-whammy of energy.
Jul 30, 2018Joyce Wells
DBI software, a issuer of Db2 LUW efficiency options, has brought current capabilities in its pureFeat V7 performance management Suite for IBM Db2 LUW.
With this liberate, DBI is elevating efficiency monitoring to champion DBAs and management teams to acquire confidence of the volatility of agile environments, stated Scott Hayes, president and founding father of DBI.
Agentless colour option - IBM has carried out a lot of toil in the newest unencumber of Db2 (edition 11) to construct pureScale more straightforward to construct exercise of, Put into effect, and administer and, as a result, DBI has seen better adoption of pureScale over the final one year, said Hayes. To aid consumers Get extra from pureScale, DBI’s newest release provides effectual Db2 pureScale performance reporting and trending, including current performance displays for global Bufferpools, CF Wait instances, CF Processing instances, the Cluster Facility, and Member efficiency.
Agentless Collector option - besides DBI's agent-based mostly collector, the unlock adds a brand current agentless collector option for monitoring cloud databases the location a server login instant is not accessible. The agentless collector makes it more convenient to computer screen assorted databases with minimal overhead and administration and is specially censorious for monitoring cloud databases however additionally for convenience in light-weight monitoring of non-critical databases, referred to Hayes.
Database ranking Calculations - in keeping with DBI, many valued clientele admire that the database ranking provided by using pureFeat helps them right now triage databases to center of attention on the worst complications first. The rating, starting from 0-10,000, is cost based mostly, helping DBA groups to find hidden or emerging future complications.
prior to now, the "analyze database rating" office highlighted complications and offered suggestions for resolution, but there changed into no indicator for the severity of the complications recognized. The remarks from purchasers, observed Hayes, become that they preferred the utensil nonetheless it was now not clear what the worst complications occupy been.
in the current unlock, the variety of facets subtracted for each issue is printed so that DBAs can acquire note what the worst problems are.
"Index Design Workbench" - DBI’s Predictive Index influence evaluation (PIIA) helps Db2 users exist mindful the occupy an repercussion on of including current indexes given SQL workloads for any timeframe, helping DBA teams to tune Db2 databases with self assurance and likewise helping them profit change exploit approvals extra readily.
building on the success of this capability, the brand current unlock adds the talent for DBAs to regulate indexes suggested with the aid of the Design consultant (add, Get rid of, or reorder columns, and alter style sequences) or invent their personal current index that will likewise exist handed into the move evaluation.
Now, valued clientele occupy the capability to remove columns in a recommended index or reorder columns, and in the event that they feel they're smarter than the software, spoke of Hayes, they could create their personal index and Put it through the predictive repercussion analysis utensil to peer if it will even occupy the a pleasurable option repercussion that they expect.
greater trend Charts - probably the most favorite capabilities offered with the aid of DBI is the mode charts with exchange event indications plotted on them. youngsters, prior to now, it turned into best feasible to graph inevitable similarly scaled metrics across time on an X and Y axis. during this free up, a current Z axis option has been added, making it possible to graph assorted metrics across time, assisting to establish trigger and impact.
for instance, DBAs can now graph the mediocre transaction response time together with the number of latest and lively database connections. A DBA might espy that after the database is operating 30 concurrent energetic connections, response instances birth to tedious down, stated Hayes.
The want for speed
With the improved center of attention on DevOps, there is further pressure to acquire changes straight away and that creates toil and stress for DBA groups, accompanied Hayes, pointing out that “exchange is an invitation for brand current issues.” through featuring the current capabilities in this unencumber, he mentioned, DBI is offering people with extra insight into what is occurring inside their Db2 environments.For extra suggestions, goto www.dbisoftware.com/pureFeat-70-DB2-LUW-efficiency-tools.phpand DBI utility pureFeat V7 information.
newsIBM DB2 Will target Oracle Database developers
IBM this week introduced a current version of its flagship DB2 database with utility with the object to provide compatibility with functions developed for Oracle databases.
Embedded in IBM's imminent DB2 9.7, code-named "Cobra" and slated for unlock in June, is application that gives compatibility with EnterpriseDB Corp.'s Postgres Plus advanced Server database, which helps utter Oracle statistics kinds, SQL syntax, semantics and different functions developed with Oracle PL/SQL kept processes. Postgres superior Server is constructed on the open supply PostgreSQL database.
"The set of applied sciences they occupy introduced will aid builders of custom applications and packaged functions installation to DB2," spoke of Bernie Spang, director of approach, analytics and records management for IBM's utility community.
For IBM, or not it's the first time the enterprise has licensed expertise from a company of open source database software, even though EnterpriseDB founder Andy Astor spoke of the software embedded in DB2 is in keeping with proprietary code.
"here's no longer an open supply play," Astor observed. "every thing else they achieve is open supply however that is one of the techniques they construct their cash, by using selling that compatibility know-how both to carriers devotion IBM, in this case, and to clients within the kind of Postgres Plus advanced Server."
EnterpriseDB elements to a yoke of shoppers including FTD and Sony on-line leisure which occupy migrated applications developed for Oracle databases to Postgres Plus. The acquire confidence of IBM "gives them with proven performance for enabling compatibility between DB2 and functions written for Oracle," mentioned 451 community analyst Matthew Aslett in an email.
"Database migrations are complicated, time-drinking, costly and infrequent, so any performance that makes the manner less difficult is going to exist welcomed by course of those businesses that are prepared to construct the soar," he added.
The licensing pact is the primary by EnterpriseDB, but Astor talked about others are being negotiated.
IBM is hoping the circulate will inspire greater customers to migrate to its InfoSphere Warehouse 9.7 enterprise version, a knowledge-cleaning and company analytics platform in response to DB2 and expertise IBM bought from Cognos.
the current release is centered at bringing statistics mining, analytics and cubing to departments of organisations and smaller corporations, Spang observed. additionally current in DB2 is aid for performing simultaneous transactions throughout XML and relational statistics.
Jeffrey Schwartz is government editor, features, for Redmond Developer information. which you could contact him at email@example.com.
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DB2 provides a variety of options for connecting to other DB2 and non-DB2 data servers:
DB2 Connect™—This add-on product provides champion for applications executing on Linux, UNIX, and Windows to transparently access DB2 data servers on i5/OS, VM/VSE, and z/OS environments. DB2 Connect provides much more than just connectivity; more details of its capabilities are provided later in this chapter.
DB2 Replication—This feature provides replication capabilities for DB2 data servers. There are two kinds of replication, SQL-based replication and Queue-based replication (also know as Q-replication). Both are sometimes referred to as Data Propagator (DPROPR).
SQL-based replication is included in utter of the DB2 mainstream editions that flee on Linux, UNIX, and Windows. It's made up of two components, CAPTURE and APPLY. It uses SQL to replay data on target servers.
Q-Replication is built on the IBM WebSphere MQSeries® technology and is generally thought to exist a more available and powerful replication technology. You can add this capability to a DB2 environment through one of the WebSphere Information Integrator products.
Once a DB2 application has been developed, you need to install connectivity software on each client workstation in a two-tier environment. If you are deploying a Web-based application in a three-tier environment, you need to, at a minimum, install the DB2 client connectivity software on the application server. In DB2 9 there are basically two types of clients, the DB2 Runtime Client and the DB2 Client.
A DB2 Runtime Client provides the minimum client footprint (about 20–30 MB) to champion connectivity to DB2 9 data servers (the exception to this is if you pick to champion communication via specific API drivers, covered later in this section). When you install a DB2 Runtime Client, you install a driver to champion utter the common programming methodologies, including ADO.NET, ADO, OLE DB, ODBC, JDBC, SQLJ, static SQL, and more.
Using a DB2 Runtime Client you can accomplish basic functions, such as running any DB2 commands or SQL statements from a DB2 CLP or CLP session; however, for the most part, this client comes with no other capabilities than supporting data connectivity. For example, there are no graphical-based management tools, documentation, and so on. You can download a DB2 Runtime Client at www14.software.ibm.com/webapp/iwm/web/preLogin.do?lang=en_US&source=swg-dm-db2rtcl.
A special DB2 Runtime Client is made available as Windows Merge Modules (.msi files), which makes the installation of this software within Windows applications more natural. You can download these files at http://www-304.ibm.com/jct03002c/software/data/db2/runtime.html.
In contrast, the DB2 Client includes utter the functions organize in the DB2 Runtime Client plus functions for client-server configuration, tools for database administration and application development, samples, and more. For example, this client includes the Configuration coadjutant that provides graphically administration and connectivity tools, as well as a host of programming samples, and so on. The DB2 9 Client replaces the functions organize in both the DB2 8 Application development and DB2 8 Administration clients.
A DB2 Client's footprint is directly correlated to the components you select to install and can acquire between 200 MB and 800 MB depending on the options you select. The process to install a DB2 Client is very similar to a DB2 data server. You can download a DB2 Client at http://www-304.ibm.com/jct03002c/software/data/db2/runtime.html.
The choice of which DB2 client to install should exist based on the requirements of the application on the client machine. For example, if you occupy a database application developed for Linux, UNIX, or Windows and you achieve not require the DB2 administration or application development tools from a Windows workstation, yet want to champion applications written in multiple programming languages devotion .NET and Java, you should install the DB2 Runtime Client on that workstation.
Some enterprises prefer to deploy the DB2 Runtime Client code remotely on a dedicated server. In these environments, remote workstations need to access the DB2 Runtime Client code remotely from a code server before accessing to DB2. This kind of configuration is known as a thin client. A thin-client configuration can provide many benefits, such as a central catalog directory of utter database connections and a separate footprint of code to manage. The trade-off is that clients must load the client .dlls from the code server before accessing the remote data server. It should exist illustrious however that this performance hit is only "noticed" on the initial connection. Once the client code is loaded on the client workstation, subsequent calls to the code server are not needed.
When you want to deploy your DB2 application, you only need to ensure that a DB2 Runtime Client is installed on each workstation executing the application. design 1-10 shows the relationship between an application, a DB2 Runtime Client, and the DB2 data server. If the application and database are installed on the selfsame server, connectivity is considered to Come from a local client. If the application is installed on a system other than the DB2 data server, its connectivity is considered to Come from a remote client.
Figure 1-10 Accessing a DB2 data server using the DB2 Runtime Client
DB2 client connectivity can exist configured using various supported communication protocols. The supported protocols vary according to operating system:
Some larger enterprises and independent software vendors (ISVs) want to deploy their applications written in separate language without the overheard of installing and maintaining a DB2 client on each client workstation. Despite the much smaller footprint of the DB2 Runtime Client in DB2 9, IBM makes available two drivers that can exist deployed for connectivity on their own, outside of a DB2 Runtime Client or DB2 Client installation.
The IBM Driver for JDBC and SQLJ can exist deployed to champion Java-based connectivity to a DB2 data server. This driver is about 2 MB in size and can easily exist embedded within your application. In fact, it comes with a royalty-free distribution license for this very purpose.
You should note however that although this driver can connect to the entire DB2 family, if you're connecting to a DB2 for i5/OS, DB2 for VM/VSE, or DB2 for z/OS data server, you need to additionally license this connectivity with DB2 Connect (covered in the next section) to ensure you are compliant with respect to licensing.
It's significant to note that the IBM Driver for JDBC and SQLJ solely supports Java applications. Aside from not including tooling and documentation, this driver doesn't champion data server connectivity using other APIs. For example, you can't champion a .NET application using this driver. You can download this driver at www14.software.ibm.com/webapp/download/preconfig.jsp?id=2004-09-20+10%3A09%3A21.003415R&cat=database&fam=&s=c&S_TACT=105AGX11&S_CMP=DB2.
DB2 9 includes a current standalone driver for CLI and ODBC applications called the IBM DB2 Driver for ODBC and CLI. This driver delivers the selfsame benefits and restrictions as the IBM Driver for JDBC and SQLJ to your DB2 environment, except it solely supports CLI/ODBC connections. You can download this driver at www14.software.ibm.com/webapp/download/preconfig.jsp?id=2004-09-20+13%3A44%3A48.813589R&cat=database&fam=&s=c&S_TACT=105AGX11&S_CMP=SPLT.
The main benefits of the IBM DB2 Driver for ODBC and CLI are:
DB2 Connect is a part product family that licenses client connectivity from distributed platforms to the DB2 family running on i5/OS, VM/VSE, and z/OS operating systems (hereafter referred to as mainframe). Although communications between any members of the DB2 family exercise the Distributed Relational Database Architecture (DRDA), you occupy to explicitly license access from DB2 for Linux, UNIX, and Windows clients to these data servers.
A client accessing DB2 running on the mainframe is generally referred to as a DRDA Application Requester (DRDA AR) and the DB2 server that manages the client connection as a DRDA Application Server (DRDA AS). DB2 Connect only uses TCP/IP as the transport protocol between a DRDA AR and DRDA AS.
Some of the major capabilities provided by DB2 Connect include:
DB2 Connect is often used to enable mainframe resources for Web access, better integrate legacy and tradition systems with current deployments on distributed platforms, modernize the application development suffer for mainframe development (for example, stirring from COBOL to Java), and off-loading development cycles to lower-cost operational environments.
Depending on the DB2 Connect edition you purchase, you can create a connectivity architecture for single- or multi-tier environments.
You can espy in design 1-11 that there are many ways to implement a DB2 Connect product. In a multi-tier environment, you exercise DB2 client software to connect to the DB2 Connect gateway (in a client/server model) passing the connection context to to the mainframe resource. In a Web-based deployment, you may occupy DB2 Connect on its own or collocated with the application server. Depending on your configuration, you may or may not need to install a DB2 client.
Figure 1-11 Using DB2 Connect is a single-tier or multi-tier environment
DB2 Connect products can exist added on to an existing DB2 data server installation, or act as a standalone gateway. Either way, it's purchased separately from DB2. If you are using one of drivers discussed earlier in this chapter, technically you can construct the connection to a mainframe DB2 resource, but you quiet need to purchase a valid DB2 Connect license. There are a number of DB2 Connect editions available and each is suited for a particular implementation of the DB2 Connect software. With the exception of DB2 Connect PE, utter of the DB2 Connect editions present the selfsame office and features; they are merely differentiated by capability. utter editions of DB2 Connect PE are considered gateways since they provide client/server access to workstations. To connect to a DB2 Connect gateway, you simply exercise a DB2 client.
DB2 Connect Personal Edition (DB2 Connect PE) is similar to DB2 Personal Edition in that it is used for separate workstations and doesn't provide its users with any server capabilities. Using DB2 Connect PE, you can construct direct connections to DB2 running on the mainframe. In design 1-11, the desktop users likely occupy DB2 Connect PE installed in their workstations. DB2 Connect PE can likewise act as a regular DB2 client and connect to distributed versions of the data server as well. Some environments deploy DB2 Connect with both direct and gateway connectivity. For example, a developer may construct direct connections using the DB2 Connect PE software for inevitable stages of the development cycle. But once the application is in production, they may exercise the DB2 Connect PE software to connect to a DB2 Connect gateway to acquire odds of the features it provides, such as load balancing, connection optimization, high-availability, and more. DB2 Connect PE is licensed on a per-workstation basis.
DB2 Connect Enterprise Edition (DB2 Connect EE) can exist licensed using two different user-based options: the number of Authorized Users or the number of Concurrent Users. DB2 Connect EE provides the talent to implement a three-tier connectivity architecture that allows you to insulate connectivity to mainframe resources to a specific tier in your architecture. Again, DB2 clients (or drivers) are used to connect to the gateways, and then the DB2 Connect software manages the connection context to the mainframe.
DB2 Connect Application Server Edition (DB2 Connect ASE) is licensed by the total VU rating of utter the applications servers that connect to the mainframe. The VUs that you purchase occupy nothing to achieve with how many DB2 Connect servers you set up, or what their rating is. For example, if your Web server farm was rated at 1,000 VUs and you set up a DB2 Connect gateway farm rated at 5,000 VUs, you would occupy to buy 1,000 VUs of DB2 Connect ASE. DB2 Connect ASE is well suited for environments where you expect to espy more growth of mainframe resource than your Web tier because its costs are directly linked to the VU rating of the Web serving tier.
DB2 Connect Unlimited Edition (DB2 Connect UE) is available for i5/OS and z/OS. DB2 Connect UE for i5/OS is licensed by the number of managed processors attached to the i5/OS partition while DB2 Connect UE for z/OS is licensed with a foundation server license plus a per-unit pervade for the MSU rating of the System z server you are connecting to. DB2 Connect UE is well suited for environments that occupy flat mainframe cycle growth and weighty Web tier growth as the costs of DB2 Connect UE are directly correlated with the capacity of the mainframe resource. DB2 Connect UE comes with a free copy of Mobility on demand to straggle mainframe data to occasionally connected devices, as well as DB2 Connect PE. Essentially, this edition of DB2 Connect, as its designation would imply, allows for unlimited deployments.
There's so much more to the DB2 Connect product than what's minute in this section. In fact, the designation DB2 Connect is delusive because connectivity is just a diminutive piece of what this product can do; however, these details are outside the scope of this book.DB2 Replication
DB2 Replication allows for data to exist propagated from one location to another. SQL-based replication, likewise know as Data Propagator (DPROPR) replication, is a free component of the DB2 for Linux, UNIX, and Windows data servers (it's a paid feature on the mainframe). You can likewise extend this replication capability to champion a wide variety of data servers, including DB2, Oracle, Microsoft, Sybase, Informix, IMS, Lotus Notes, and flat files with WebSphere Replication Server.
An example of SQL-based replication is shown in design 1-12. SQL-based replication has been around for over a decade and has proven itself to exist extremely flexible, resilient, easy to set up, and scalable.
Figure 1-12 SQL-based replication extended with WebSphere Replication Server
In design 1-12 you can espy the broad achieve of the SQL-based replication technology when it is extended with the WebSphere Replication Server product. As you may recall, distributed versions of DB2 Come with the DPROPR technology built in and can champion replication subscriptions across the DB2 family. The core capabilities of a distributed data server with respect to replication are shown in the top-left and top-right portions of design 1-12.
When you buy WebSphere Replication Server, you likewise Get Q-based replication (Figure 1-13). In Q-based replication, each message represents a transaction that is placed on a WebSphere MQ string message queue. This replication is known for its highly parallel apply process and wealthy conflict detection and resolution services.WebSphere Federation Server and WebSphere Information Server
WebSphere Information Server provides features and functions to place, publish, integrate, find, cleanse, and access data. The federation capabilities are worth mentioning as they relate to data access. WebSphere Federation Server contains a subset of the functionality organize in WebSphere Information Server, namely the federation capabilities (and hence will exist the focus of this section). You can learn more about WebSphere Federation Server and WebSphere Information Server at www.ibm.com/software/data/integration/.
A federated system is a distributed database environment that appears as a separate virtual database to immediate users and applications. The WebSphere Federation Server technology (some of which is built into DB2) allows SQL statements to transparently access, join, or update data located across heterogeneous data sources. Federated champion enables the DB2 data server to evaluate global statistics on utter data sources in order to optimize requests for the remote data. For example, the global optimizer can exercise scholarship of source statistics, source indexes, source functions, server and network speeds, and so on.
The SQL champion in a DB2 federated environment supports the selfsame SQL as a non-federated environment, including advanced object-relational SQL operations across the federated data sources, such as recursive SQL, common table expressions (CTEs), and more. If the remote data source doesn't occupy this capability, DB2 will compensate for the missing functions.
Perhaps the greatest profit to a federated system is that developers only occupy to learn a separate patois of SQL; namely, the DB2 ANSI-compliant SQL API. If an external data source has different data types or non-standard SQL, DB2 will transparently compensate for missing functions and transform data types. For example, SQL Server 2005 has a MONEY data kind whereas DB2 uses a DECIMAL data kind to champion currency. Without the WebSphere Federation Server technology, a developer would occupy to know the differences between these data servers, or cast them to devotion data types using OLE DB. With WebSphere Federation Server, developers just code as if they were always accessing DB2 data, and the ease is taken confidence of.
An example of federated access is shown in design 1-14.
Figure 1-14 The power of federation—any data, one API
In design 1-15 you can espy the technology components that construct up a federated database. Nicknames are used to implement a low figure of granularity with respect to the data sources you want to construct available. Nicknames essentially are local aliases on remote tables, although they can exist mapped to specific rows and columns. A collection of nicknames is located within a server that represents that actual data source. For example, in design 1-15 Oracle is one such data source, so the server component would represent a specific Oracle database. utter the SQL eventually flows through a wrapper, which is a library of code that allows access to a particular class of data servers. Connections made to these servers exercise their native protocol; for example, the Oracle connection will exercise the Net8 client.
You can espy in design 1-14 that with WebSphere Federation Server you can pretty much extend the achieve of DB2 to any data source in your environment. For example, in the life sciences industry, scientists need access to specialized data to champion their research related to drug discovery. IBM offers a set of Life Sciences wrappers that can exist used to build a federated system that can access data useful to scientists, including exceed spreadsheets, image data, flat files, and dash (Basic Local Alignment Search Tool).
If a wrapper is not available for purchase, there is a software developer's kit (SDK) that you can exercise to build your own.Database Enterprise Developer's Edition
IBM offers a special discounted suite of Information Management products that you can purchase at a discount for development, evaluation, demonstration, and testing of your application programs; this edition is called Data Enterprise Developer Edition (DEDE).
Some of the products included in this comprehensive developer offering are:
Most of the products within DEDE are available for utter the platforms that DB2 Enterprise supports (unless of course a product doesn't exist on a specific platform). The data server where you install DEDE can exist on a platform that is different from the one on which the application will eventually exist deployed or tested because of the common code foundation used in the distributed DB2 environment. In fact, almost any applications developed using DEDE can exist executed on any system that has DB2 client software (or specific drivers for which the application is written) installed.
The application development environment provided with DEDE allows application developers to write programs using today's most accepted methodologies, including:
DEDE likewise includes the necessary programming libraries, header files, code samples, and pre-compilers for utter of the supported programming languages.DB2 Developer Workbench
The DB2 9 Developer Workbench (DB2 DWB) replaces the DB2 8 development Center. The DB2 DWB is an Eclipse-based graphical environment that supports the rapid development of DB2 SQL and Java stored procedures, SQL scalar and table user defined functions (UDFs), SQL statements, XQuery statements, and Web Services. However, there's so much more to this list. For example, the DB2 DWB includes an SQL editor that's enriched with syntax colorization and code assistants, as well as teaming support, compare utilities, and more.
The DB2 DWB is a part utensil and is maintained part from a DB2 data server. You can download it from www-304.ibm.com/jct03001c/software/data/db2/ad/dwb.html.
The DB2 DWB is really meant for power DBAs that aren't coding experts but require rapid development assistance for edifice traffic logic for their data servers. Depending on your environment, you may elect to exercise another utensil devotion Toad for DB2 or Visual Studio. sheer developers will likely pick to exercise the plug-ins provided with DB2 9 into their respective IDEs, although they are free to exercise the DB2 DWB. For the most part, you can accomplish the selfsame tasks in any of the tools that IBM ships or the integration points in specific IDEs.
A snapshot of the Developer Workbench screen is shown in design 1-16.DB2 Extenders
DB2 Extenders present the talent to exploit data outside of conventional rows and columns to involve the manipulation of special data types (for example, spatial types that occupy associated LAT/LONG coordinates and SQL-based functions to operate on them), searching services, and more. The purpose of the DB2 Extenders is to provide for the management of this data through the chummy DB2 SQL API.
The DB2 Extenders encapsulate the attributes, structure, and behavior of these unstructured data types and stores this information in DB2. From the developer's perspective, the DB2 Extenders appear as seamless extensions to the database and enable the development of multimedia-based applications. In other words, a spatial data kind is no different than a built-in data kind that they may exist accustomed to. This section briefly details the DB2 Extenders that are provided by IBM.DB2 Spatial Extender
The DB2 Spatial Extender (DB2 SE) provides the talent to create spatially conscious data objects and store them within your DB2 database, along with other spatially related objects devotion (LAT/LONG) coordinates and more. Almost utter industries could profit from this free technology in DB2. For example, the banking and finance industry could visually envelope customer segments for brand location identification. Municipal governments could exercise this technology for flood unostentatious identification, the retail industry for billboard locations, and more. This seems patent when you admiration that almost utter data has some sort of spatial component to it: they utter occupy an address, merchandise in a warehouse has a stock location, and so on.
The traffic profit of the DB2 SE lies in the notion that it's a lot easier to spot visually represented information than data reported in rows and columns.
When you enable your DB2 database for the DB2 SE, you can interact with your data using SQL or specialized spatial tools from other vendors. The point is that with the DB2 SE, DB2 understands the spatial "dialect" and the operations that you want to accomplish with it.
For example, a telematics application on a PDA may provide its users with a list of nearby Chinese restaurants that serve Peking Duck based on the dynamic request of this user. In this case, after the client's PDA creates a location box using Global Positioning System (GPS) coordinates, it could generate SQL statements similar to the following:SELECT NAME, DESCRIPTION, ADDRESS FROM RESTAURANTS WHERE OVERLAPS (LOCATION, BOX(GETGPS(),2000,2000)) AND CATEGORY = 'CHINESE' AND DOC CONTAINS(MENU,'PEKING DUCK');
OVERLAPS is a spatial office that shows interested data in a binding box defined by the OVERLAPS boundary specification; there are many other spatial functions, including INTERSECTS, WITHIN, BUFFERS, and so on.DB2 Geodetic Extender
The DB2 Geodetic Extender builds upon capabilities available in the DB2 Spatial Extender and adds compensation for real-world objects devotion the curvature of the earth's surface. The algorithms in this extender search to remove the inaccuracies introduced by projections and so on. This extender is available only for DB2 Enterprise as piece of the Data Geodetic Management feature.DB2 Net Search Extender
The DB2 Net Search Extender (DB2 NSE) combines in-memory database technology with text search semantics for high-speed text search in DB2 databases. Searching with it can exist particularly advantageous in Internet applications where performance is an significant factor. The DB2 NSE can add the power of rapidly full-text retrieval to your DB2 applications. Its features let you store unstructured text documents of up to 2 GB in databases. It offers application developers a fast, versatile, and intellectual manner of searching through such documents.
Additionally, the DB2 NSE provides a wealthy set of XML searching capabilities with advanced search features devotion sounds-like, stemming, and so on. It is shipped free in DB2 9 (it was a chargeable extender in DB2 8) to facilitate non-XML index searching of XML data stored in pureXML columns.DB2 XML Extender
The DB2 XML Extender is provided with DB2 and allows you to store XML documents in DB2; it likewise gives you the talent to shred and store XML in its component parts as columns in multiple tables. In either case, indexes can exist defined over the elements or attributes of an XML document for rapidly retrieval. Furthermore, text and fragment search can exist enabled on the XML column or its decomposed parts via the DB2 Net Search Extender. The DB2 XML Extender can likewise befriend you formulate an XML document from existing DB2 tables for data interchange in business-to-business environments.
You may recall that the pureXML add-on feature pack is available for utter DB2 9 data servers. Indeed, this can cause confusion since the DB2 XML Extender is shipped for free in DB2 9. You should admiration the DB2 XML Extender as stabilized technology. In other words, it is no longer being enhanced and shouldn't exist considered for most XML applications. The DB2 XML Extender's approach to storing XML is to shred the XML to relational tables or stuff it into a great object. When you exercise this technology to persist XML data, you occupy to construct earnest trade-offs with respect to performance, flexibility, and so on. In addition, you occupy to exercise specialized functions to implement Spathe searches, and data types are abstracted from foundation DB2 data types. Quite simply, the course you interact with the DB2 XML Extender isn't natural for XML programmers and DBAs alike.
In contrast, the pureXML feature in DB2 9 provides services such that no compromises between flexibility (what XML was designed for) and performance (one of the reasons why you want the data server to store your XML) need to exist made when storing your XML data. For example, to generate XML documents from relational tables, you simple exercise the SQL/XML API instead of the cumbersome DB2 XML Extender functions. You can validate XML documents against Sods instead of only document kind definitions (Ds) as is the case with the DB2 XML Extender, and more. They strongly recommend this feature for most of your XML-based applications.
The following is a reserve excerpt from DB2 9 for Linux, UNIX, and Windows: DBA Guide, Reference, and Exam Prep, 6th Edition, by George Baklarz and Paul Zikopoulos. It is reprinted here with permission from International traffic Machines Corporation; Copyright 2008. Read the chapter excerpt below to learn about the basics of DB2 tools and products or download a free .pdf of this chapter: "DB2 tools and products for Linux, UNIX and Windows: The basics."
In this chapter you will exist introduced to the DB2 family of products that flee on the Linux, UNIX, and Windows operating systems. This version of DB2 is often referred to as the distributed version to differentiate it from the DB2 for z/OS® version that runs on an IBM mainframe.
DB2 has the talent to store utter kinds of electronic information. This includes traditional relational data, data encoded within XML as well as structured and unstructured binary information, documents and text in many languages, graphics, images, multimedia (audio and video), information specific to operations devotion engineering drawings, maps, insurance claims forms, numerical control streams, or any kind of electronic information. This chapter illustrates some of the ways to access data in a DB2 database using some of the interfaces provided within the DB2 family. A description of each of the DB2 products are provided to illustrate some of DB2's features and functions.
Information as a Service
The DB2 Data Server is an significant piece of IBM's Information as a Service software portfolio that serves as the atomic plane for the broader IBM On demand architecture.
Figure 1-1 IBM Service Framework for an On demand business
In design 1–1 you can espy that the IBM software portfolio has really evolved into a collection of high value services provided by various IBM software portfolio offerings. The backbone fabric of this IBM reference architecture is the Enterprise Service Bus (ESB) that is used to facilitate communications across this wealthy set of services.
IT Service Management is mostly provided by various Tivoli® products. The Tivoli portfolio is built around four key disciplines or pillars:
Services from these pillars can exist used to collectively manage your entire IT framework. For example, Tivoli Storage Resource Manager services can exist used enterprise-wide to monitor and report on heterogeneous storage resources to increase storage utilization, identify and resolve potential problems, and ensure application availability through policy-based automation.
Development Services are the culmination of various Rational-based products that are built on the open source Eclipse platform. For example, Rational® ClearCase® provides source control services, and Rational Application development empowers application developers with a wealthy set of services that can exist used to develop applications, Web pages, and extended custom services for implementation in a Services Oriented Architecture (SOA) or loosely coupled application framework.
Services that enable interaction are typically piece of the Lotus® suite of products that enhance collaboration and understanding sharing across the enterprise and beyond. Products devotion Lotus Sametime® Connect can exist used for messaging and more.
A number of services in the framework illustrated in design 1-1 are provided by the WebSphere® portfolio. For example, a product devotion WebSphere Integration Developer helps you define traffic process flows in the criterion traffic Process Execution Language (BPEL), which are used to implement process services that in whirl befriend you define, orchestrate, and automate traffic policies. The Enterprise Service Bus (ESB) is provided by the WebSphere ESB product that provides your enterprise services with transformation, transport switching, and routing remediation among other services. Perhaps the most notorious product of the WebSphere brand is the WebSphere Application Server that provides a runtime framework for J2EE®-based operations that are piece of the Infrastructure Services component.
Finally there's the Information Services which represent the superset of the capabilities you'll learn about in this book. The specific set of services that are typically organize in this piece of the IBM reference architecture are shown in design 1-2.
Figure 1-2 IBM Information Services defined
The services shown to the right in design 1-2 are hierarchical in nature. In other words, as you toil from bottom to top, the services provided become richer and more traffic oriented.
For example, Master Data Management services are provided by the WebSphere Product center and WebSphere Customer center products. Master data are facts that represent your core traffic entities: customers, suppliers, partners, products, bill of materials, employees, and so on. The discipline of Master Data Management seeks to decouple master information from individual applications spread across the enterprise and create a central, application independent, resource. The immediate result is a simplification of ongoing integration tasks and current application development. This discipline addresses key issues such as data property and consistency proactively rather than "after the fact"; for example, in a data warehouse (a lower service in this taxonomy). There is likewise a set of entity resolution services that fitting within the Master Data Management service tier.
Business Intelligence services are provided by the DB2 Data Warehouse editions that you'll learn more about later in this chapter. Content Manager services are provided by the set of Content Management products and are used for document management, archiving, regulatory retention, and are a basis by which unstructured information (such as FAXes, video, voicemail, and so on) can exist searched and folded into the information asset.
Information Integration services search to provide enterprises with ways to share, place, publish, cleanse, and enrich data organize in the lower-level data management services. WebSphere Federation Server and its parent WebSphere Information Server are two such products that befriend implement these services.
Finally, the Data Management services tier is the foundation upon which the other services are built. IBM has a number of data servers that fitting into this tier, including DB2, Informix®, IBM Cloudscape™, U2, and IMS™.
This reserve is specifically about DB2 in this service tier. Specifically, you'll learn how DB2 can provide any number of the high-value data-centric services shown in design 1-3.
Figure 1-3 The data services provided by DB2, the focus of this book
For more information on the entire IBM software portfolio and how they are mapped to the illustrated services shown Figures 1-1 and 1-2, mention to the IBM Web site at www.ibm.com for more details.
The DB2 family of data servers executes on Windows, Linux (which can exist flee on the entire spectrum of IBM's hardware: System i™, System z™, System x™, and System p™), Solaris™ (both SPARC®-based and Intel®/AMD™-based installations), HP-UX™ (both PA-RISC™-based and Itanium-based installations), i5/OS®, VSE/VM, z/OS, and on pervasive platforms (like Windows Mobile Edition, Blue- Cat® Linux, Symbian®, Palm OS®, J2ME® platforms devotion the RIM® lackberry®, and more).
The DB2 code foundation is optimized for each platform to ensure maximum performance and integration. DB2 for Linux, UNIX, and Windows shares about a 98 percent common code foundation with platform-specific optimizations at the operating system interface (OSI) plane (Figure 1-4).
This means that once you've learned how to administer a DB2 for AIX system, for the most piece you'll know how to manage DB2 for Linux or DB2 for Windows; this is the understanding why there is a separate DB2 certification for utter the distributed platforms.
Figure 1-4 The DB2 code for Linux, UNIX, and Windows is virtually the same
DB2 for i5/OS and DB2 for z/OS are optimized for their respective environments. For example, DB2 for z/OS is based on a shared-everything disk architecture where the hardware-assisted Coupling Facility is used to serialize access to the shared disk. No such hardware exists for Linux, UNIX, and Windows, and therefore DB2 on these platforms uses a shared-nothing architecture. For this reason, administration tends to vary between these platforms (though many concepts and features are similar). However, the SQL API is 98% common to utter the platforms where DB2 runs, allowing applications written on one platform to exist easily ported to another. This means that you can build an application on DB2 for Windows and port it effortlessly to DB2 for z/OS. If you build your application according to the SQL Reference for Cross-Platform development handbook, your application will exist 100% portable across the DB2 family.
There are other synergies among DB2 running on Linux, UNIX, and Windows, as well as the other DB2 family members. For example, the JDBC driver used for DB2 for z/OS is exactly the selfsame code as is used for DB2 for Linux, UNIX, and Windows. So while there may exist variations in specific data definition language (DDL)-based tasks, the data manipulation language (DML) and client APIs are similar.
The DB2 for Linux, UNIX, and Windows Data Server
In the distributed environment, DB2 is available in a number of different packaging options, called editions. Furthermore, DB2 is likewise available as piece of other packages that contain additional features and tooling rather than just the foundation data services provided by DB2.
The mainstream DB2 editions are shown in design 1-5:
Figure 1-5 The distributed DB2 family
For the most part, each edition builds on its child in this hierarchy. For example, if a feature or functionality is available in DB2 Workgroup Edition, it's likely that it's likewise a piece of a higher-level edition, devotion DB2 Enterprise Edition.
DB2 Everyplace Edition
DB2 Everyplace (DB2e) is a tiny "fingerprint" database that's about 350K in size. It is designed for low-cost, low-power, diminutive form-factor devices such as personal digital assistants (PDAs), handheld personal computers (HPCs), and embedded devices. DB2e runs on a wide variety of handheld devices, with champion for Palm OS 5.x, Windows Mobile 2003 for Pocket PC, Windows Mobile 2005 for Pocket PC, Windows CE.NET, traditional Windows desktop platforms, Symbian OS Version 7/7s, QNX® Neutrino® 6.2, Linux distributions running with the 2.4 or 2.6 kernel, embedded Linux distributions (like BlueCat) running with the 2.4 or 2.6 kernel, and more.
The SQL API used to develop DB2e applications is a subset of that used for edifice full-fledged DB2 data server applications. This means that enterprise applications, for the most part, can exist easily extended to involve mobile devices. More importantly, it means that if you occupy DB2 skills, you occupy DB2e skills. In addition, DB2e is extremely flexible for developers, with champion for Open Database Connectivity (ODBC), Java Database Connectivity (JDBC), .NET (including the ADO.NET 2.0 API), and the DB2 summon plane Interface (CLI) APIs.
DB2e is a very simple-to-use data server that requires virtually no maintenance. Typical database administrator (DBA) operations devotion reorganizations and statistics collection are utter performed automatically. Another nice thing about developing DB2e applications is that the database engine is platform independent, so it provides flexibility: You can seamlessly straggle DB2e databases between devices. For example, you could straggle a DB2e database populated on a Pocket PC device to a Symbian smartphone, or whatever other supported device you have, without the need to achieve anything. This feature, coupled with the wealthy champion for application development, enables developers to quickly build, deploy, and champion mobile applications on utter platforms.
DB2e is available in two editions: DB2 Everyplace Database Edition (DB2e DE) and DB2 Everyplace Enterprise Edition (DB2e EE). The database component of DB2e DE is the selfsame as DB2e EE; however, DB2e DE has no synchronization middleware to extend or synchronize data to back-end enterprise data servers (although it does Come with command line-based import and export utilities). DB2e DE is primarily used for applications that require an embedded database or a local relational storage facility that is exposed to endusers through some sort of application (they never really espy the database) yet occupy stringent footprint requirements because of the device.
DB2e EE distinguishes itself from DB2e DE in that it comes with a data synchronization component called the DB2e Synchronization Server (DB2e Sync Server). The DB2e Sync Server allows you to manage subscriptions and security controls for data that is distributed wirelessly to your hand-held devices and manage data changes on the client devices back into the data center. The DB2e Sync Server likewise comes with facilities for conflict resolution, application deployment, device identification controls, management policies, and more.
The DB2e Sync Server can synchronize DB2e and Apache Derby/IBM Cloudscape data servers with back-end JDBC-enabled compliant data servers (for example, DB2, Oracle, Informix, SQL Server™, and so on). In addition, there is a special DB2 family synchronization adapter that uses the Data Propagator™ (DPROPR) SQL-based replication technology (which is included in the distributed version of DB2).
The number of concurrent synchronizations that the DB2e Sync Server can champion is conditional on the hardware configuration of that server, the associated workload, and data change rates. If you need to scale to exploit very great concurrent synchronizations, you can install any Java application server (like IBM WebSphere Application Server). DB2e likewise supports enhanced scalability and high-availability through its champion for DB2e Sync Server farm configurations that allow you to cluster a number of DB2e Sync Servers to provide load balancing and high-availability services.
Figure 1-6 A DB2e Enterprise Edition environment
In design 1-6 you can espy the flux of data in a DB2e EE environment. For example, data is pulled from a database in Tier 3 (the far right of the figure) and placed on a mobile device in Tier 1 (the far left). Tier 1 is typically composed of occasionally connected clients that operate on data and then exercise the services provided by Tier 2 (the middle of the design where the DB2e Sync Server resides) to shove those changes back to Tier 3. Tier 2 handles issues devotion conflict remediation and subscription management to ensure that the data property is maintained throughout its lifecycle until it's at rest.
Apache Derby/IBM Cloudscape
In 2005, IBM donated $85 million worth of relational database management system (RDBMS) code to the open source community, and the Apache Derby database was born. Apache Derby and IBM Cloudscape are the selfsame databases; the disagreement is that IBM Cloudscape is sold by IBM with IBM's award-winning 24*7 champion and has some add-on features as well.
If you hadn't heard of IBM Cloudscape before the donation news, you'll probably exist surprised to learn how many partners, customers, and software packages exercise this data server. In fact, more than 80 different IBM products exercise the IBM Cloudscape data server for its portability, easy deployment, open standards-based Java engine, diminutive footprint, and more. IBM Cloudscape is a component that is transparent to products such as WebSphere Application Server, DB2 Content Manager, Web- Sphere Portal Server, IBM Director, Lotus Workplace, and many others.
IBM Cloudscape is a Java-based RDBMS that has a 2MB footprint. It's compatible with DB2, supports advanced functions (such as triggers and stored procedures), is easy to deploy, and requires no DBA effort. These selfsame characteristics hold dependable for the open source Apache Derby as well.
We chose to involve the Apache Derby/IBM Cloudscape data servers in this discussion because their SQL API is 100% compatible with the DB2 data server editions in design 1–5. This means that you can acquire any Apache Derby/IBM Cloudscape database and application and straggle it to a full-fledged DB2 data server if you need more scalability, or you need to acquire odds of features that aren't organize in these data servers. In fact, a component of DB2 9, called the DB2 Developer Workbench, provides a built-in facility to migrate Apache Derby/IBM Cloudscape schemas and data to a DB2 data server.
DB2 Personal Edition
DB2 Personal Edition (DB2 PE) is a full-function database that enables separate users to create databases on their workstations. Since it's limited to separate users (it doesn't champion inbound client request for code), it's generally not referred to as a data server (although the DB2 engine behind DB2 PE is that selfsame DB2 engine for utter editions in design 1-5). This product is only available on Linux and Windows. DB2 PE can likewise exist used as a remote client to a DB2 data server. Applications written to execute on DB2 PE are fully portable to the higher-level editions of the DB2 family in design 1-5.
DB2 PE is often used by immediate users requiring access to local and remote DB2 databases, or developers prototyping applications that will exist accessing other DB2 databases. In addition, since it includes the pureXML™ technology free of charge, DB2 PE is likewise a pleasurable choice for those looking to acquire DB2 9 pureXML skills. In many cases, because it includes replication features, DB2 PE is used for occasionally connected applications (like sphere research, sales oblige automation, and so on) where a richer feature set is required than what's offered by DB2e or Apache Derby/IBM Cloudscape.
More information about IBM DB2
It was over the final holiday season that I wanted to acquire some time and play around a bit with data. The outcome was rather different than I initially expected. Rather than having worked with the data, I spent a lot of time trying to Get some CSV data loaded into a database. I knew that there are noteworthy tools such as SQL Developer out there that construct loading CSV data trivial, but I wanted something that I could execute via the command line, not requiring a GUI. The simple understanding was that I wanted to script the loading piece rather than having to execute some manual, potentially error-prone steps whenever loading some data again. Too late I organize out, actually just final week, that SQLcl already had what I was after, a load command that does exactly what I wanted:SQL> befriend load LOAD ----- Loads a comma separated value (csv) file into a table. The first row of the file must exist a header row. The columns in the header row must match the columns defined on the table. The columns must exist delimited by a comma and may optionally exist enclosed in double quotes. Lines can exist terminated with criterion line terminators for windows, unix or mac. File must exist encoded UTF8. The load is processed with 50 rows per batch. If AUTOCOMMIT is set in SQLCL, a relegate is done every 10 batches. The load is terminated if more than 50 errors are found. LOAD [schema.]table_name[@db_link] file_name
Unfortunately, back then, Google didn't present me this insight when looking for "load csv data into oracle," so I was stuck with the methods I already knew and that I organize as too cumbersome to deal with. After all, utter I wanted was a simple utensil that loaded data from CSV files into a table and matches the column names with the header of the file:cat people.csv "first_name","last_name","city" "Gerald","Venzl","San Francisco" "Andreas","Pumberger","New York City" SELECT * FROM PEOPLE FIRST_NAME LAST_NAME CITY ---------- --------- ------------- Gerald Venzl San Francisco Andreas Pumberger current York City
I knew that what I was after wasn't difficult at utter and was probably just a few lines of code, so after hours and hours of trying to load that data, I wrote a diminutive Python program to achieve exactly what I needed. Writing the program took me just about two hours and around 300 lines of code. After that, I was able to load the data in an easy and scriptable course into my database. Thinking of how much time I occupy spent looking for this and trying different means to no desired outcome, I thought that I might as well just befriend the world and provide this script to others as well. Of course, it's not difficult to write such a diminutive program, but after all, if I can redeem somebody out there some time, why not? So I polished the code I occupy written, wrote some documentation around it, and named the program csv2db. It is now available under https://github.com/csv2db/csv2db and can load data into an Oracle, MySQL, PostgreSQL, and Db2 database.
In the meantime, I occupy added some nice diminutive features to it, such as:
The final feature is nice since most CSV files Come in compressed figure and uncompressing them first adds no profit but just fills up the disk unnecessarily.
The CREATE TABLE feature came out of an immediate need by myself. I had many CSV files (50+) and not utter of them had the selfsame structure (because their structure changed over time). I really didn't want to uncompress them one by one, copy/paste utter the headers into a text file, and then design out what columns I needed in my table. I just wanted to Get the data into the database and then cleanse and process it further with SQL. So what I was after was something that just gave me a create table statement with utter the columns from the CSV files, their data kind being just string, no constraints or anything else. In other words, just allow me to load the data into a staging table and acquire it from there. While this isn't required anymore once the CSV column structure is known, it makes getting started with new, unknown CSV data just so easy.
Loading data from a CSV file into a database with csv2db is a simple one-line command:$ ./csv2db load --file 201811-citibike-tripdata.csv.gz \ --table citibikes --dbtype oracle --host dbserver1 \ --user csv_data --password csv_data --dbname ORCLPDB1 Loading file 201811-citibike-tripdata.csv.gz Done
This command will load utter data from the file 201811-citibike-tripdata.csv.gz into the table CITIBIKES. The ease of the commands are database connections details. --dbtype tells csv2db which database driver to use, --host, --dbname, --user, and --password are the connection details to the database and the database user. By default, the default port for each database will exist used, but this can exist overwritten with the --port parameter, if required. The data kind conversion is left to the implicit data kind conversion of the database. That means that utter inputs are sent as strings and it's up to the database to transform them into the respective data types of the individual columns.
If you Get a current set of CSV files and want to create a staging table for them, you can achieve so again with a simple one-line command:$ ./csv2db generate -f *-citibike-tripdata.csv.gz \ --table STAGING --column-type VARCHAR2(1000) CREATE TABLE STAGING ( END_STATION_LATITUDE VARCHAR2(1000), GENDER VARCHAR2(1000), START_STATION_LATITUDE VARCHAR2(1000), END_STATION_NAME VARCHAR2(1000), BIRTH_YEAR VARCHAR2(1000), START_STATION_NAME VARCHAR2(1000), STOPTIME VARCHAR2(1000), END_STATION_ID VARCHAR2(1000), STARTTIME VARCHAR2(1000), START_STATION_LONGITUDE VARCHAR2(1000), START_STATION_ID VARCHAR2(1000), BIKEID VARCHAR2(1000), USERTYPE VARCHAR2(1000), TRIPDURATION VARCHAR2(1000), END_STATION_LONGITUDE VARCHAR2(1000) );
This command scans utter files matching the pattern *-citibike-tripdata.csv.gz, extracts their headers, i.e. the first line of each file, and produces a CREATE TABLE statement with utter the columns in the CSV headers. Spaces in the header columns are automatically replaced by _. The --table parameter allows you to specify a table name, and when omitted, you will Get a CREATE TABLE <TABLE NAME> instead, and you can fill in the table designation afterwards. The --column-type parameter allows you to specify the desired data kind for utter columns. Note, the goal for csv2db here is not to parse the entire CSV file and guess the data types for each column. Instead, it just gives you the syntax to create a staging table that will hold your data. It is up to you to design out the data types you want to exercise or whether you want to load data into such a staging table and then achieve an INSERT AS SELECT * afterwards, etc. This command is just here to construct it easy to Get started with your CSV data.
You can find the entire set of parameters that csv2db provides in the ReadMe file as well as the User's Guide. I hope that csv2db will befriend some folks out there Get their CSV data into their database easily. Bug reports, enhancement requests, ideas, comments, etc. are utter welcome. Just submit them as issues on GitHub, preferably.
And, of course, tickle feel free to spread the word!
database ,sql ,csv ,tool ,command line ,script ,tutorial
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