I want to transform the data hourly, (or daily can be also fine) however, when I specify datasource in GLUE job script, it should be the whole data itself I mentioned above. My purpose is to only convert data stacked during an hour into parquet, but GLUE seems not to provide this kind of functionality.

Glue has a feature called job bookmarks which process only the new data that has arrived after the initial run. Please refer to this to know more on how you can leverage this to process only the latest data.


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If I use a rebate to joint 2 boards together, is it mandatory to use screws/nails to support it or will the glue alone hold just fine? My main concern is the fact that (to my knowledge) end grain doesn't provide much strength when glued.

Background: I'm building a square couch table which consists of 4 boards joined together: 1 on top, 2 on sides, 1 at the bottom which serves as an additional level (see the picture). I wonder if a rebate joint with glue will be enough to hold the sides to the top & bottom as I do not want to use screws and I would like to do something a bit nicer than a butt joint.

If you are reinforcing the quality of the joints is less critical, but don't use this as an excuse for sloppy fit :-) However, if you do end up with one or more of the joints fitting poorly it would be a good idea to switch from using PVA-type woodworking glue to an epoxy since the latter have good gap-filling properties and the former do not.

A rebate joint isn't a simple end grain joint like a mitre is, so some of the (legitimate) worries about end grain glueing poorly don't apply. More on the general topic in this previous Answer, What are the different grain directions, and how do they affect joint strength?

2 Surfaces should be freshly worked, and if not refreshed with a light sanding just before glue goes on. Enough glue must be applied to fully wet both surfaces, and then sufficient clamp pressure applied to squeeze out all the excess.

If you are setting RecrawlPolicy as CRAWL_NEW_FOLDERS_ONLY then please make sure that the UpdateBehavior is LOG only otherwise you will get the error like The SchemaChangePolicy for "Crawl new folders only" Amazon S3 target can have only LOG DeleteBehavior value and LOG UpdateBehavior value.

After changing the parameter to Recrawl new only in step 2. I made sure to select the following options in Step 4 > Set output and scheduling > Output configuration > Advanced options

The key to a properly squared up cradled panel is using a jig that holds the cradle frame pieces precisely and tightly in place while the glue sets. Make the frame first, then glue the panel to it using lots of clamps. There is a great video on a simple system for making frames on youtube. I plan to build such a jig myself soon. If you have a source for a better one than this one, please let me know.

You can use metal fasteners in the cradle boards, just not to attach the panel to the cradle. V nails underneath the panel seem to be the norm for cradled panels though you could nail in from the sides. The panel is then glued and clamped to the cradle. I would use a glue like Titebond II, not PVA. Are you planning on painting on top of the GAC100 or will you be adhering something to the surface or applying gesso?

You can only define fine-grained control for specific objects in AWS Glue. Therefore you must write your client's IAM policy so that API operations that allow Amazon Resource Names (ARNs) for the Resource statement are not mixed with API operations that don't allow ARNs.

You don't need to allow minimum console permissions for users that are making calls only to the AWS CLI or the AWS API. Instead, allow access to only the actions that match the API operation that they're trying to perform.

In this example, suppose that the databases and tables in your AWS Glue Data Catalog are organized using name prefixes. The databases in the development stage have the name prefix dev-, and those in production have the name prefix prod-. You can use the following policy to grant developers full access to all databases, tables, UDFs, and so on, that have the dev- prefix. But you grant read-only access to everything with the prod- prefix.

In the preceding example, even though the first statement grants full access to prod- resources, the second statement explicitly revokes write access to them, leaving only read access to prod- resources.

The AWS Glue administrator attached a tag value Tom (aws:ResourceTag/Name": "Tom") to trigger t2. The AWS Glue administrator also gave Tom an IAM policy with a condition statement based on the tag. As a result, Tom can only use an AWS Glue operation that acts on resources with the tag value Tom.

For example, if Tom should only be able to retrieve details of triggers that are tagged with Tom, the administrator can add tags to triggers for Tom, deny access to the GetTriggers API operation to all users, and allow access to all users to ListTriggers and BatchGetTriggers.

The following example shows the results when Tom tries to access both trigger t2 and trigger t3 (which does not exist) in the same BatchGetTriggers call. Notice that because Tom has access to trigger t2 and it exists, only t2 is returned. Although Tom is allowed to access trigger t3, trigger t3 does not exist, so t3 is returned in the response in a list of "TriggersNotFound": [].

AWS Glue provides three IAM condition keys glue:VpcIds, glue:SubnetIds, and glue:SecurityGroupIds. You can use the condition keys in IAM policies when granting permissions to create and update jobs. You can use this setting to ensure that jobs or sessions are not created (or updated to) to run outside of a desired VPC environment. The VPC setting information is not a direct input from the CreateJob request, but inferred from the job "connections" field that points to an AWS Glue connection.

To enforce created sessions to run within a specified VPC, you restrict role permission by adding a Deny effect on the glue:CreateSession action with the condition that the glue:vpc-id not equal to vpc-. For example:

AWS Glue provides a context key (glue:CredentialIssuingService= glue.amazonaws.com) to each role session that AWS Glue makes available to the job and developer endpoint. This allows you to implement security controls for the actions taken by AWS Glue scripts. AWS Glue provides another context key (glue:RoleAssumedBy=glue.amazonaws.com) to each role session where AWS Glue makes a call to another AWS service on the customer's behalf (not by a job/dev endpoint, but directly by the AWS Glue service).

So they didn't disagree, they bath said similar things, it sounds like to me. I've had the same issue, and I tend to out glue on both surfaces as that's what I was taught 40 years ago in doing aircraft wood structures. I try to avoid too much squeeze out by using it sparingly. I also tend to use the kinds of glue that give me assembly time based on the complexity of the assembly.

I found that when I put glue on one side and do a little side-to- side motion, then line up my boards for clamping they have less chance of moving! As opposed to extra glue and a little more movement, until glue gets tacky.

Put me firmly in the "both sides" camp. I had the same experience as Bob only it was while I was an apprentice cabinet maker. Granted the white "Elmer's" wood glue wasn't as well chemically engineered as PVA is now. So the rule in the shop was to apply glue to both sides, work it into the surface with a stiff brush, let it rest and be drawn into the grain. When the first layer just started to get tacky apply a generous second coat, work it into the first, clamp and sweet that you had squeeze out. No continuous line of bulbous squeeze out and the joint was suspect! Imagine advocating a second coat as best practice today. No matter that all the major brands are head and shoulders better than in the bad old days, I'm still stuck on applying a bead to both sides although I have gotten over the trauma of two applications!. Old dog, new stick, old trick.

The type of wood can also make a difference. Being consistent with the amount of glue used is necessary. Soft woods such as white pine need more glue so glue both edges. Harder woods such as oak need less glue so one edge should work. This is due to the amount of absorption of the moisture in the glue before connecting the joints. Do a little testing to see what works for your project. And wait a couple of days for the moisture to balance before sanding the joint on panels.

The crawler provides an option for adding new partitions resulting in faster crawls for incremental datasets with a stable table schema. The typical use case is for scheduled crawlers, where during each crawl, new partitions are added. When this option is turned on, it will first run a complete crawl on the target dataset to allow the crawler to record the initial schema and partition structure. During a recrawl, new partitions will be added to existing tables only when the schemas are compatible. No schema changes are made or no new tables will be added to the Data Catalog after the first crawl run.

You can use use this option when setting up an Amazon S3 data source. You can set the RecrawlPolicy with RecrawlBehavior as "Crawl_New_Folders" in the CreateCrawler API or Subsequent crawler runs as Crawl new sub-folders only in the console.

You can rewind your job bookmarks for your AWS Glue Spark ETL jobs to any previous job run. You can support data backfilling scenarios better by rewinding your job bookmarks to any previous job run, resulting in the subsequent job run reprocessing data only from the bookmarked job run.

The state elements in the job bookmark are source, transformation, or sink-specific data. For example, suppose that you want to read incremental data from an Amazon S3 location that is being constantly written to by an upstream job or process. In this case, the script must determine what has been processed so far. The job bookmark implementation for the Amazon S3 source saves information so that when the job runs again, it can filter only the new objects using the saved information and recompute the state for the next run of the job. A timestamp is used to filter the new files. be457b7860

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